{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Introduction to Data Visualization with Altair"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notebook to accompany article on PB Python.\n",
    "http://pbpython.com/altair-intro.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from altair import Chart, X, Y, Axis, SortField"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read in the sample CSV file containing the MN 2014 capital budget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "budget = pd.read_csv(\"https://github.com/chris1610/pbpython/raw/master/data/mn-budget-detail-2014.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>detail</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UNIVERSITY OF MINNESOTA</td>\n",
       "      <td>Higher Education Asset Preservation (HEAPR) 1</td>\n",
       "      <td>42500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UNIVERSITY OF MINNESOTA</td>\n",
       "      <td>Minneapolis; Tate Laboratory Renovation</td>\n",
       "      <td>56700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UNIVERSITY OF MINNESOTA</td>\n",
       "      <td>Crookston; Wellness Center</td>\n",
       "      <td>10000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UNIVERSITY OF MINNESOTA</td>\n",
       "      <td>Research Laboratories</td>\n",
       "      <td>8667000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>UNIVERSITY OF MINNESOTA</td>\n",
       "      <td>Duluth; Chemical Sciences and Advanced Materia...</td>\n",
       "      <td>1500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  category                                             detail  \\\n",
       "0  UNIVERSITY OF MINNESOTA      Higher Education Asset Preservation (HEAPR) 1   \n",
       "1  UNIVERSITY OF MINNESOTA            Minneapolis; Tate Laboratory Renovation   \n",
       "2  UNIVERSITY OF MINNESOTA                         Crookston; Wellness Center   \n",
       "3  UNIVERSITY OF MINNESOTA                              Research Laboratories   \n",
       "4  UNIVERSITY OF MINNESOTA  Duluth; Chemical Sciences and Advanced Materia...   \n",
       "\n",
       "     amount  \n",
       "0  42500000  \n",
       "1  56700000  \n",
       "2  10000000  \n",
       "3   8667000  \n",
       "4   1500000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "budget.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make a basic plot of the top 10 expenditures using the default pandas plotting functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "budget_top_10 = budget.sort_values(by='amount',ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc3e0cffda0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dnV/2qW4DHgRBEEw8Y87EJ3SwmIkHQRA8b2Y3xDAIgiBoKGHEgyAIWkwY8SAIghYTRjwI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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc3e0cff6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "budget_top_10.plot(kind=\"bar\",x=budget_top_10[\"detail\"],\n",
    "                   title=\"MN Capital Budget - 2014\",\n",
    "                   legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Build a similar plot in Altair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"b8c774df-8929-4935-9b47-3e3e9187e70a\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#b8c774df-8929-4935-9b47-3e3e9187e70a"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"detail\", \"type\": \"nominal\"}, \"y\": {\"field\": \"amount\", \"type\": \"quantitative\"}}, \"data\": {\"values\": [{\"amount\": 126300000, \"detail\": \"Capitol Renovation and Restoration Continued\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56317000, \"detail\": \"Minnesota Security Hospital - St. Peter\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 24356000, \"detail\": \"Local Road Improvement Fund Grants\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 21500000, \"detail\": \"Minneapolis - Nicollet Mall\", \"category\": \"EMPLOYMENT AND ECONOMIC DEVELOPMENT\"}, {\"amount\": 20000000, \"detail\": \"MN Housing Finance Agency\", \"category\": \"MINNESOTA HOUSING FINANCE AGENCY\"}]}, \"mark\": \"bar\"};\n",
       "var selector = \"#b8c774df-8929-4935-9b47-3e3e9187e70a\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#b8c774df-8929-4935-9b47-3e3e9187e70a"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#b8c774df-8929-4935-9b47-3e3e9187e70a"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(budget_top_10).mark_bar().encode(\n",
    "    x='detail',\n",
    "    y='amount')\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert to a horizontal bar graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"53bc03f3-1e5e-4891-a062-9b15754fe258\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#53bc03f3-1e5e-4891-a062-9b15754fe258"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"amount\", \"type\": \"quantitative\"}, \"y\": {\"field\": \"detail\", \"type\": \"nominal\"}}, \"data\": {\"values\": [{\"amount\": 126300000, \"detail\": \"Capitol Renovation and Restoration Continued\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56317000, \"detail\": \"Minnesota Security Hospital - St. Peter\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 24356000, \"detail\": \"Local Road Improvement Fund Grants\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 21500000, \"detail\": \"Minneapolis - Nicollet Mall\", \"category\": \"EMPLOYMENT AND ECONOMIC DEVELOPMENT\"}, {\"amount\": 20000000, \"detail\": \"MN Housing Finance Agency\", \"category\": \"MINNESOTA HOUSING FINANCE AGENCY\"}]}, \"mark\": \"bar\"};\n",
       "var selector = \"#53bc03f3-1e5e-4891-a062-9b15754fe258\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#53bc03f3-1e5e-4891-a062-9b15754fe258"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#53bc03f3-1e5e-4891-a062-9b15754fe258"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(budget_top_10).mark_bar().encode(\n",
    "    y='detail',\n",
    "    x='amount')\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at the dictionary containing the JSON spec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'encoding': {'x': {'field': 'amount', 'type': 'quantitative'},\n",
       "  'y': {'field': 'detail', 'type': 'nominal'}},\n",
       " 'mark': 'bar'}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c.to_dict(data=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use X() and Y() - does nothing in this example but is useful for future steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"32e4ce05-b76f-4654-8cf9-853f3fc62567\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#32e4ce05-b76f-4654-8cf9-853f3fc62567"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"detail\", \"type\": \"nominal\"}, \"y\": {\"field\": \"amount\", \"type\": \"quantitative\"}}, \"data\": {\"values\": [{\"amount\": 126300000, \"detail\": \"Capitol Renovation and Restoration Continued\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56317000, \"detail\": \"Minnesota Security Hospital - St. Peter\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 24356000, \"detail\": \"Local Road Improvement Fund Grants\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 21500000, \"detail\": \"Minneapolis - Nicollet Mall\", \"category\": \"EMPLOYMENT AND ECONOMIC DEVELOPMENT\"}, {\"amount\": 20000000, \"detail\": \"MN Housing Finance Agency\", \"category\": \"MINNESOTA HOUSING FINANCE AGENCY\"}]}, \"mark\": \"bar\"};\n",
       "var selector = \"#32e4ce05-b76f-4654-8cf9-853f3fc62567\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#32e4ce05-b76f-4654-8cf9-853f3fc62567"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#32e4ce05-b76f-4654-8cf9-853f3fc62567"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Chart(budget_top_10).mark_bar().encode(\n",
    "    x=X('detail'),\n",
    "    y=Y('amount')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add in color codes based on the category. This automatically includes a legend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"69b93f23-fca5-407a-adfb-b40f4650af8a\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#69b93f23-fca5-407a-adfb-b40f4650af8a"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"detail\", \"type\": \"nominal\"}, \"y\": {\"field\": \"amount\", \"type\": \"quantitative\"}, \"color\": {\"field\": \"category\", \"type\": \"nominal\"}}, \"data\": {\"values\": [{\"amount\": 126300000, \"detail\": \"Capitol Renovation and Restoration Continued\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56317000, \"detail\": \"Minnesota Security Hospital - St. Peter\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 24356000, \"detail\": \"Local Road Improvement Fund Grants\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 21500000, \"detail\": \"Minneapolis - Nicollet Mall\", \"category\": \"EMPLOYMENT AND ECONOMIC DEVELOPMENT\"}, {\"amount\": 20000000, \"detail\": \"MN Housing Finance Agency\", \"category\": \"MINNESOTA HOUSING FINANCE AGENCY\"}]}, \"mark\": \"bar\"};\n",
       "var selector = \"#69b93f23-fca5-407a-adfb-b40f4650af8a\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#69b93f23-fca5-407a-adfb-b40f4650af8a"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FR5uJ4sxG/sDyC5PnKTj8WRUz3XMVJW5UsFL1ODHjQ88HoaUPFAE+oH0AKygsB+DDy+zmZik3aZ3HuCvz/5WkdUPG0r0WSxPY3BBhH1XMuEmito02RVh+QYFhhuF6ng9oM67vKeO0r1ExUx+o1ruStQ99Mwx32yTh5+5Ud58q6N4BfFVJwfFLJX+YAso5tZq3c6PotHbf48vD3oSD1s6qYrSKGedoo3N/CvjJIkwcq//3j3UDu2JGUSITP8Oq59bWMiO9ec5q5mbPl5VrpVZNd01ZdNSduOZLmsTA9aG4rqlHZGIGagX1tLU7y/ob7a+7nod+F1qvv+b3uYiZRkgjZhqBTDchUAgsQMz4wPPN24ea+a18q/2h8lY/TsxoQbGEilW3xz1MTBFhplyz/NZmSYM/LALDB6EPRlNIPKJkL9eSYBs6lu66UBT9XhFPCoFZxIwiTmuDD2ALWmpp8QGtdeDLyoP69VPEjOPRguOD2d2lfcSM1hGzH2uZqU1xpBXn+JJuwzILtclPvl6fNa1MsvqkUr7GnbBVzJhJ2VQd0851rGaDth+bokqrisKzK2bsS5Gj6KzN8xzLv3Z+Nipm/JXrSouPQnGSmNES5lpQRNk89suLpW2omNlo/Y32113Py15/I0tm/v9GzMzP8PM9RMw0ApluQqAQWICY0ZXwW+WBo5vGB5lvygqMUTGjm0nB8OZSSmDcw8mCjM8ox3TnzQetD2kzmmu18QGsa0FLSi1lMGQso2vCc7+lWJV021hGwWvoa5kxb5dlYCzx4ANPBta/q2UNtI5YBFiXx090qmePY6DFQutJt016kPtZuqYUSaPN8cvcZKjdpgXDGller3WzrOWn4FAEVDEj443O9bynlJQfWoQs02ApB/voihn70h2lSJzWxomZby+WpVrodJxbyBqDusXMGK/b6s9LmQqtOUPFzEbrz6S01dI4up6Xuf4Wco+LmGmENWKmEch0EwLzixnf5D/ZAfmjJf7FG7iVso3d0JpgTIyWl1d2xEw913vj64r1wliYcQ9oK3H/SqeQZP1Ii1z6IKtZzRVEWkC6FpwhY6n9dq/Dh6k1myy264N5iJhRyGnlsB6T1gytBN83UqPJWCKvX6Fk3IifMcrAMjTGXlg8c1TMaAHrNrnqPrLG1GvGLHJdOFo/5DkqZhyveccUM45Lq5LWLkvdeN2Ovc+5CgiTsOraUYQ5plExY79WDrcu1VAxo7BU/GllktU4BvapiDaGSeuITIzTsilmJq3dWdaffU9az8tcfwu5x0XMNMIaMdMIZLoJgfnFzKSYGW/gigBjFHyg6hLQ9eEDbZybafQBPfqmbUJQY1OMqantniWGREtCbcaUKGZ2dX42z1jqud6/fTjXApJ9LTPWpdNqpEhR1BjXY0CwPGrBSR/ovvkb+6MLapyYURjKT0G1ESt/r4VFC0k31knrkCJF95wxMbpgajNuRuuJLiKDpz3OcRhz4x9L3Cg6jF3qc67uOV1BXquixXGMihmtVhYOrbEwjkVrimLqjZ2xjbPMGN/lmD1/knXKLmoVd8fjPGgtrGJm0tod199G62+apWeZ628h97iImUZYI2YagUw3IbB4MaOFwwBPXQoWq51VzJiB/E/Lg9FK23cub9zGkRg82kfMzDKW+iCy/+8tYsbr6CNmvrUIgm6ci+40d+EojLrVs3+1xI4YODoqZr6muKqMsVEc9hEzBg2/tViDtFbtXwSepW10PWmp0M1kzJGiwM+3grduOnf7VDHjZyks/J1xILpo+pzrTiKP+1DZxaRwGBUz/1CO0R3mNWvx8d+KVtnUNipmdCEaPK3o0Vo1TcwoII2l0oJnDI/jmUXMbLT++oiZzV5/C7u/Rcw0Qhsx0whkugmB+cVM3V5dWfrgPKVsv/Uh5K4jxYdxLG6h7itm6rZk+zX40oedcSU+7Iwb0erg7h5/123TLDPTxrLRddTP0B3kA7SPmNEKoLXDB3ltWlaMEdFq0RUzigUDcLV+VDHjQ12h4R8tAwqE0dbdwl1/N8rL6zbwV8FivI5Na5BuKLdm24zrMRjXrfGjYsYxX1t2ARmD0vdcr1/LlAJtnJjRNaRQ052l4DPGyZgiuWhFqc11pPhzZ5oB016LLqZqvZnGwD50kWmN0s1ZW3crdf1ZXbuj/fVZf33EzGavvzHLpc2PImbacEwAcCOO6SYEQiAEQiAEhhKImBlKbMLxscw0ApluQiAEQiAEQmAggYiZgcAmHR4x0whkugmBEAiBEAiBgQQiZgYCi5hpBCzdhEAIhEAIhEAjAhEzjUDGMtMIZLoJgRAIgRAIgYEEImYGAotlphGwdBMCIRACIRACjQhEzDQCGctMI5DpJgRCIARCIAQGEoiYGQgslplGwNJNCCyGwGhuDbO3/l1Jy2+uELPePrvz0dblMSW+P7eSsMnPzB9SmwnZTIZWE6aZPdYChRYMND+NzZwjZnM1U61J2WzdatPdK7VopUngTABnQjYTxplp13Gbs+bTnYNNvvdrJQFbzXFjwjUT5FmC4Gnld90MxCbRMyeLlaat+2OGXZtZZ80UbF4RM/r+Zsml4thNZGeyuG47AvjPkg/FitCO17H5ueZWSQuBLUVgs8SMXwATFFmltpsSetzP/YKbsMiaEjYzQlowy4RQJlfyhmH2xNpMIW1aas/zC7dRs17KPgfv2FXrpmx0fK/fxzLTC1MOCoHeBA5/yeFnsw9+v/dut3DO7sfv7qbFr8fMI2YuBy4ryePsz5IE/syii1XMWODwieUeVJPUKQgUPHs61ZbHiRmTsSmeTMameFJomO3WAoVDigxaFsC6SH9QqlZ7fm0vLp9huYYqZqxFZJVoSwC8A7DQogUcTZSnMPPe3E3fX/vy+h5SEg76s5MAMwibHC4tBLYUgc0QM5Zm98urODGTZBUzk35+OuCbgF8ci5z5lmRGSIWQdUCsb+KNwub4fSPyODNARsxsqeWVwYTA7ASWIGYUTmZlVZyY7VWriCn3tVpUMWORwx2l1tLBxcrh8ab1NxOswsDU/OPEjIUOryj3wq4FRkhDxIzZby3MaB0jLUEWWtT65Aud2X2tKn3HjpjxvmkmWy0ztVlnyqy1HjtJzGhBsmaV9+q0ENjSBDZDzHwF8G/lbcE3qSpmJv3cN6HzOvU+fOPRIqO52NTPmkt9o7GSrV/qM8rfFkmLmNnSyy2DC4H+BOYQMz6AtXzUFx6tGL7wbORm8vfeV3TvWHPJkgem7Ld4pL+zCKEp9r3/KD5Mc++9STHj772/acXRXaT1olab7l60wkEXlZYR+9IS5H2rr5jxnm0qfKs+K74UUZZRUKg8rLwEWk1bsVItM/ZtyQVF1mgbVzCxHmM5A18edU05Xq/X9PppIbDlCGyGmKkXrXm1K2Ym/fz6Th0Vj7EGhbU0Plb82b4pWdrcEuq6o7whWDckYmbLLa8MKARmJzCHmOlWHu4TM6OlxfgQBYkFIhUFFl9UkBgXo1XZ351Tqkz77/9V4ke0ilQxo1vGe5K1khRP48SMQHT7aGn2+P8GHFVc6X7OJzvELAL4thIXY80gm9Yg730/Xvq3vpT3Q90/LymiyHtiV8z4e2se6XoaJ2YUPX/d+YWf6WfXpmvfWBzjcBQ0xvmkhcCWIrAKYsa3EAuJ+SZicN41wGmlWqqBcL4t6fcdFTPTYmIOPXjHLgVSs7Zn5/GakNNCIARmJ2Cw7W1tAWLG4Fsf/lozajPo1we1BScVKY8rBSlfWawQFlSsYsZ7hu4nRYqBuF8PGBDsvacWaNTdbUDv7xcXlC9atdmXrigt1bXpJv/hIpS6IqyLoluBWZeR1iOFVW1au59QXFi6yfx9V8wYY6P1phtjpHVJi9CXT3Ez+TtFnv3ZtNB4z/3q2ac4Z4bAYghsRTHjm5CVWDVr2jTDavbdr4iZM0ugnYHBRtx7g7KSaywzi1kj6TUElkJgAWLG+BDvJw8q1g4tMN5HtDx0rStWudaF7fEPL2LG8xQmxv/VpvXmTSWur1tt2krQx5XKzF0xo/vnUeVF7DNFcGgFMdBYy0kfMeN90A0QCjArWtu00hwN/GN50fNnXTFzYNmxpDVJN5HWbd1HWlg+NEXMaGUyBsfYIZvuO3dBWc07LQS2FIGtKGbcKeAXUxOs5lgDgLW+eHPQMmNgna4ng9JOKFH6ETNballlMCEwP4EFiBkH5X3Fh7hWEl03bmPW4tIVM95XtJb8EPCDRcwoInywKzhqU/C4I+gnO5YZf2esiULDDQ9dMeP9VsvK9xeLh9ZjrSa+wBnXokj4VKd/hccpRXgpTmpzbAojhZbN3UkfBL6n3A9HxYz/N47HuBmtKwb+KrhqvI+ufa3b3eZnuAXbF0tjhhRf/1p4vXv+2U0PIdCWwGaIGQPofAPSvPuR8mVV4ftFH/dzfcbnA/cD/LIb5OYOAG9CVcz4dqTv9pByTMRM23WR3kIgBEIgBEJgZQhshpjZajCSZ2arzUjGEwIhEAIhEAJzEIiYmQNe99QkzWsEMt2EQAiEQAiEwEACETMDgU06PGKmEch0EwIhEAIhEAIDCUTMDAQWMdMIWLoJgRAIgRAIgUYEImYagYxlphHIdBMCIRACIRACAwlEzAwEFstMI2DpJgRCIARCIAQaEYiYaQQylplGINNNCMxHwHwt5oQx7UNt5mQxEZ6FGM3xYikB0/V7rPdAayXVZrZxk+WZf8YyB9/YqfNkPpinlxw1by0FKLujNYmnGXPNWm6xXDPsWlDy5JKzxWNN+mkxXcdiiRY/x4rW/vzHys/NsGtxS9t3ln87LjML1yK73c8dV1/JRHcWnzTPjTx+q+Sl8XqtOWWyUfPsmCbDazq+02G3hpW/31kyHtuPlbqtA9VNyjeNleM22/Bvl4LB5qsxd5hZ3M3q3m3Oh/lwukU4nS+5WHLBOTQbstmPf6ecaHZmx18rmPvjcaw2Os9cQU8pfZpCxPkws7LX9owyV3WsZo22AvloewzwUsDq6H5ebSY4NK+PzMymbKV0U464s3bcNZsk1vmbdcxvKJ9ntnybaVH8twWbRwucjrmM1fxRxEyjeYuYaQQy3YRAIfDuQ+9x9j77fP6mv1e75RbO+eb339BNz1+P8eFwryIm/rn8UBFi7SLrGo2KGYWLwsaHZX0QVjHjQ9SHtw9zW1fMTKo07UP1ISXZneecVD7bOk8/UsoOmIjPB5Xix8zCFs+ttZH8bB9miojazKtlzSjFhIlELanQbRuJmReXqtlW2vZhemJ5QMvJ3F3TxIwJ8hQ6JtCzFIM19kyo9++dQpY+8CexskSFlb1NDmjR4NuVHGOWf5FNt00qtinrKmZqwj7HbVmIUTEzidW088zK7Py4Nv6pZGR2XuzL3ylCxq210XVpPjTFr0lda7JEhYRFS03EaOZmS0T8UVlLzvO0AqOzjtls+PZtrjbXimvHsZkkcdu2iJlGUxsx0whkugmBQmAOMWOmWrPamr3WbLwWXrxzefCNiplLiqXku8aIGesvPamUNtCK0kfMeLxCxAzlo82HmT/34V6bpQh8AFaLyzgx8xulZItj12rim3dfMWORST/Ph2qtseS5/lwLgaJqmpjReiObbiFKzx+1zExi5edqibIgZ20KGgts1srm9ed9xIy1rCwjYSZjsy+PiplJrKadpwXmp8qaqWPRumKpB4VaHzFjbS/rVpmxWdGoRc2mhUVLj2UgalMUeu3VMjOpjMWsY/ZzrN7uOtGKZP+W8JhWr3Dl7zsRM42mMGKmEch0EwKFwBxixurRP13S+1s40geTVgAffKNiRnHwi+Vt2bfXrptJN5EFGhUY9tdHzCierHvkw9b6cmYqtyyB91oFkQ+97kPl24vVQmuObVTM+ODfUx5GCgKtKbqIRsWMNZ7MhF7bXYqbTAGlm6T2X3+vC00Bcu0GYkbxpUDwgX914WQ5hFExM4mVLj3HMtbCNnIdfcTM7mI5eXuxaFmdvLqZpotYhqAAACAASURBVLGadp41rbRmdMVeHVpfMeOcWI5CMXtTscbpKnTN6HYcFaAbCTh/P+uYPdeCp1Zvd01YWLVaHrft/SViptHURsw0ApluQmB+MaNA0T3kw99iiVo9fKhMEjPGuSg6dEVp2q9uJh/Qnu+DUzeBD6UaM+PDoWutUEzorqrN4pXGSjy+9G09KMWMImdUzBgD4kN/nJj57iJ2tPYYS6OVxcKR3QfvNDfTO4BfKQ/+7tpSzHj/V6SMs8wYW6GIsSnQdIU9AjimuKb8vQyMh/GBP4mVIsraUQpG258VcfkV5YEr++6DfbQ+ldeti6e6mXzAe73GQVkbS3dOFTPTWE07TzGj+647lq6YcT11haKf2a255bG6knSl6YYzPsh4Ja0xlwLnFWGhm9Pj5G49MJkq4FyXlvGpzXXkepp1zLUfi6i6li0wuu1bxEyjKY6YaQQy3YRAITCHZcaHjwGa3t+0xPiA9MEwScxojVGoaNbXAvPNnQe0Dy378o8xK9aUs0jlpJgZYyJ8KFaxoXjR/aAQMWjY2BLFUW26YBQEujlso5YZxZTBzDWg9OtLsOurO31MEzPGZyjQvmHEraN7zYDa9xWXhIG3tRlcq+gw1kKrSjdQ1we15xj/MipmxrH62iI2fHB3m/NhTEfX1dTXMuP1OrcGEhuMbAySsUrTWFVhMO48A7AVW3/SGaAxOZ5j8PZGbiatOgpbuShU71iKebruFDheo4KyNvvTeudnTIuZmXXMVRgpilxPBjNv+xYx02iKI2YagUw3IdBGzGgp8GFnMKYPlI3EjA8YXS4+jEbFjCPSgqGFwuDZaWLGB6rVtY2VsGlZ8A3dB5uBs1oxtBgpTvycy4u1wwDbUTFjXInVrD2uBjPr9lEYGExc20YBwC8o4koLlSLLN3WtQYo7nwGKLd1w8tJC4UNdq4duKN0j7szSeuF1+xBW0BiTNE7MjLLyAe/uKa0TBqXKVyaKLAsFdy1MQ8SMn6PlSzHj+OUyjVUVBqPnKYKcU0XqcaX6uCJLsabA6xMA/DRAd5dC2CZTA58dn0JGTvajQJSpIkMBVi0zk2JmZh2zMTq2iJltfjdNocltPsG5vO1BYE7LjNYWH6IKCB92G4kZofl2bkCuD6bqOqnuBB/uip1vKg91H+Y+PLvNz1KUGHh8T8BtyAYj21fdmfLEEsNgfIcWD4NFX9PppGuZ0bWlaPHBV5tv/bootOZUq8ZGYkZRVC0Y3v8MCnUbsqLLpktMgaKgc5eSHIz3sfmwry4px6zgMAZnXMzMOFbOg1Ypf6eg0z2lFUO3m/PTbUPFjOcaF+IOJHfqTGOl20ZOtdXz6pZuH/wKGnf/GOviVm0taM6dbq7uVmuFcrcvXXmKKddYbTK0Ly0yiqPfLRwUb7qavH5Fh9c86lozxspA4q6Y6V7rRmOuY4iYGVlg2+2/ETPbbUZzPSEQAiEQAmtNIG6mRtMfN1MjkOkmBEIgBEIgBAYSiJgZCGzS4REzjUCmmxAIgRAIgRAYSCBiZiCwiJlGwNJNCIRACIRACDQiEDHTCGQsM41AppsQCIEQCIEQGEhgs8SMe/XdfmZiKLc42tybb1Eu04ybl8Eof6O3LcDm9ka3DdpM/GNOBCO4jVg38t6slrWZWdJoc88zynyjlgDgjQjl9yEQAiEQAiGwQgQ2Q8y4Zc2CXYoTt75VMaNAcUuiwsX99uY9MJ+BSaT827wHbpE094HVPhVC55Y8B7WOieM30ZXHmb45YmaFFl+GGgIhEAIhEAItCGyGmDFttdVNTfOsBaWKGXMsmB3yU+VCTMp0WLHWmGDJOiA2kxdpkdm3JJdS+Jhjwf365n44o/ytpSdipsWqSB8hsLoEzNthpl6z5tZm6nuz3Wq9Ha3N5D3wBzrHdmszmV/FIpA1n0u3NpPZfM1H0m1WwdbKbDZhX8i8H5lXRct0TYpnNlZf2ByL5Q3MY2IGWn9udmB/bl6W2rcFC/234/rjTkHK0RmyNpB1gfxM+zCPyeuB95QD9y+Vsx2PpRu8tseU+621q8yjYvFJLd93Krl0HJ+FJh3jpOut9+86HvOzmMPGZh4Vr6ve830hNZmgOWq8f5v75vxy7LgcM+Py53i44zHXjeOrzdw5NUuzSQqt9O1cOH7H40uv/c06b13ePrfMMeS6cU3UMU1bL928RB8suXzeNDKJJhOcVvTTOfKl3wzNtm6RzVpZ3ASLHldLUXicyftkZo2mSddvXptuPh2/F36WWaBN9DdpTdfP1aAwaf3W2lB+Bx2btb26Ta+MOZymfW9G1/te/98MMVM/tCtmTPzkYnBR16bryKRTVvusCYP8nRk8TRLlwjX9s19Kv3TWvNCqY0VcEzJFzGw43TkgBFaHwO886XVn77PP+AKFt9zCOU95wdHefEebD0WLMSomatZcHzjWXbI2zqiYMUmdycVqIb6umPHmbI2nneVD+hSa1B1uPSLvYTYtzH72T5Skbk8oSfC8qSt+LiuW6VrnaVzVbC3bPlQUaWboNRlbtylGvL96nMLLlz0rYlvEsjYz7pqB1+Nqs7CmYs17bLfWkNft/dSyELZJomKUvVluvU4Zm8juW8r1OS5fav1sf6ewsMyDosqioL8/Ia3/NDEzqcSA2Y5lYDZeBZMvvyasM9mhbCeVoZg2b6PXad8+gH1m1QR2ioW+68W16XwcXTIF1/43EjM18aLPQQ0E48SMbJ3n7ty/uLCvFbRrhfjudY0W1FScKHz0irieJ63pKmYUKrZx67d7jOu++9yvYxjCf68vvT/YSmLGSfCCXNhdMaNa8wajJcdJvAY4raSgNrOn1hyF0aiYmVbu/NCDd+xSIDVre3Yef2izztJRCKwnAVPA39bmEDNm3fVN2Ey8liDwhcfYvHG1mXR3aympN/iumPGNVGuHFmBfpvqIGY/3oaR7fbT58PPnFouszYzDCorqOh/3MPAt20KHCgEFxmgFZu89ChOvT8vLuDYqZqze7f3Te61ZiLUA1TarmNECY40p2dem0PpQEUx/WzIN199pRVB0Oe6hlplxYkbBZPkEyyR0i0b68qwFaZoomzZvozzNDKwVRqYKZLMmKwaGrBctWD6zagkEP2MjMeMz8veKEPylCWJGUeH6smSGxS610pnp2XVlXa9JYm5cdXCzJLs2FKOT1nQrMTOE/9gFviwx42B8a/Itw4VgmmyVvIvQoGBvQjWdtm8uKk3fShQzmi33lMBg32w0r/pFj2VmPR+AueptSmAOMePbvg+J7wEeV6o0ayGZVGjS1PM+mBQEXTGjy+Zz5UFgf33EjOLJ+kVaHryHaX0wPb33WgWRImK0ara1o3zztY2KGe+N3u8eVB5QWp285402Hyq6PfxMxZv3za7bfVTM2Idp9H2I3FSsR9W1NauYMVTA+3C33lIdpy4yXUOy6DaZKEwUlaM1ioZaZpxfX367wqz7WdPEzKR5G+Xsy7N8tX4pwJxfwyBq+Yu+60XLiZbFrjt0IzHjBhmtXYopLU5aT2rF8K6o0K3jOHTj2b9rX1frtOsfFTMKn1q+wzU4bk3LppWY6ct/4t1umWJGRa6vWPOmX0JhWsJd853mN600ih0DgF1AFgFTzPgGo1nUNxxrl9hHxMw2faDlstaXwBxiRuuF7iHfTnVFe89QiEwSM77F+1DSHaQpX0FRH06e78PDe40PSh8eFlzULVVdQ06StX90V9Vm7ImxCo8vfRvD4oNbkTMqZoxNMJ5knJjxnqjY8UFnLI1v3QdOEAzeL+3He6f1mI7quKRGxYz1gexX1491mXyLN9bENk7MbHS9nqeYcQxdq0jlYZVv6xSNxon4UquYMXRgiJhxjr3v1+ZzRKFkvKWWNNtvlTiaLyshDI5vo+sYN2/dL6FzpQXGz7dgp/FQrrON1suoRUQxokvO2J7aJokZrW1a52qtJoWJ1+g1jxMzX1d4up4V9oouBZhiZtL1O/7KVF6uH4Vut27YODaziBnjmLqt7lz2ZxvxHzn1C//dDDHzrKIOBWxAmOY+J01gWmH8cluy3BuBrh9vFAaFWZzLL71br31j8gtaxYxmL28+WnI8JmJm4hTnFyGwmgTmFDMGg3p/0zWjBWKjQpMKFc34WmBGq2bbVw0udUfmtKrZX14e5tU64f1Nd45CxBgEhYLiqDZdXL7l656xjVpmFFO+XddCh74xey9UHNTmeLyfGkdRm9diDGKNs+iKGa0nCjFdMt4/dcMYlCkn26yWGV8stXJZdbs279my9z7ufbobmGoxTt0iWhtauJm03utS+YZi8a9j8IGrZcGH6CQ3y7R5636BfEYZs2RcjqLG+TAgWOuHljAFRp/1Ig/nTV61+dJuzKjVumsz2Ndq28ZMVTHjuvYlvxYPdT2MigpdfsZn+ex0Pbse+1pmFJd+ptYjBfg0NrOImXExM335d+fii/69GWJm4ocv6RfJM7Mk8PnYEBhCYE4x44PFG75WXC0QG4kZb7Ca1b0/jIoZh+3DQVP4iRuIGcWHD1R37dh8cdPioVBQXPgG7Ju84sTPubzs0qy7nbpixrdj4wE9rgYza5H2rd4K0bX5pm7wrWOzUrfXoqVIkVB3/HTFzNOKi6LGa/gcMF5JS5Jjn1XM+PmKPa3o7tjxhdTdqD6cFRpag7RwWS3bGCY3cRhC4IO6hZiRh1YmH4zGVWohMqbFvrXOGUs1ScxMm7fKWUuHYsWX6dqMYdHapJisYmaj9aLAk4t8DK+oTXGj8FUYuXa1cikMtcLoAuxW0XauFDMeP07MGIulh0NrlCxsfcWMx2o1ct1pnZnGppWY6cN/6u0jYmbI3XXKsckA3AhkugmBQmBOMWPsiw9NBYQ3/I3EjJ/qW7IPAWMRqtug7vLxgVJjCHzodLfa1jnzsxQlxvxpdVBY+AC1r2oh0Y1uTINxCG5qMMCya8rvihkf/IqWH+wsCq0oWge05tQt497HzcGlFcoHuIJMAVe3DXt6V8y8o7jpZVKb167FQVfQODEz6Xrtq9u0sCto7MsHsIGu1RKlqHFn0V1KTIdWB8WmTcGh4KtbvXUZKQJHP1fG7gbqbiP2fIWED2sDXr0Gt53b1ycAvQPG5Pj7WefNz9BtpdjzAV6b68Jg3BqjNGm9KE5cG4oerWCKhbplvctPN4uCTEFqPKnzUuNHu2LGcwzQVQyNEzNfVQSlcWNazGzTrl+m3aBq17gB61p3XG+T1vQsYqZaGet1uwYUd9O+NxveFyNmNkTU74CImX6cclQIhEAIhEAItCYQMdOIaMRMI5DpJgRCIARCIAQGEoiYGQhs0uERM41AppsQCIEQCIEQGEggYmYgsIiZRsDSTQiEQAiEQAg0IhAx0whkLDONQKabEAiBEAiBEBhIIGJmILBYZhoBSzchEAIhEAIh0IhAxEwjkLHMNAKZbkIgBEIgBEJgIIGImYHAYplpBCzdhEB7Aub8MH27zYzjpui3mcvF/CQ1j4n3PfOPmBDMXDS1mefCrKfd9OrmP/F4S67UVus3mQHWzMHm6DDPiWnnTW9vPpFu3hRzytRyB+Y+sbCkuUSsSGxOGLOZO0bzxpiTpptDxc82hb6J5Uz5bx6SO5XEfSbEM6utRTLNQmuCPcdpfhlr2JkvxrwrZh+udZesW3R1KXvguRuNxYKKHlNz2tT6VDJIC4EtQyBiptFUxDLTCGS6CYFC4FmPOu7sfdjHtO97tVu45ZynXfJqH/qT2miJk9EMs2ZH/dVOCn8f+hZ0NOmc5QPqw9rzTGRnMjjr2tiqmDFZmQUirTxtM3OrWWJNiDb6eZZosYSA4sf6So5dcWJysp0lkZx1nEYL/pnAzzIICp+azXc0qZ2fbTZfE/KZ6Mxx1TauCrfJ16zhJKONxuJnWefKMdoiZvIN3ZIEImYaTUvETCOQ6SYENkfM1CrWZqO1PaJYMhQDWlmqiFKUmD3WGkpaQLpiRsuO5QosMTDaRsWMqf6PKdlcPd4ihbUppP62WITMXNvNxOoxZnrVclMz6Y4TM/5OK4qZfk3hb/ZY2zQxYzr9jcai9cnr1OqlmIqYyTd0SxKImGk0LREzjUCmmxDYHDGjO+YMQLeL7aJSvFG3k24fi/7ZFCVWEzatvELBwn3VMmOtJgsYWkzSlPOeZxr+el6tAq2byRo+/u4rSymDZ45MtOdbgsB6Sl0xYyHDWkahFpIcFTOO1arIljhwvI7D69lIzGhJcmzTxqKw+1wRRVp/ImbyDd2SBCJmGk1LxEwjkOkmBBYnZoyF+WQRH7qUtEpoEbEIov8/pFSe1vVi7It1h6qY0f2kSNCNZJ0lLR61Gcdi4T/dRB7zc+W8+nneZ7WuaDmxVlGtH9Sda8WMsTFaSxRPuoCs42OxSS0j3fpNo2LG87SgeJ4WH8duMcuNxIxxRBuNRTFjEUAtP9aK0k329I4bLus1BLYEgYiZRtMQMdMIZLoJgcWJmWop0d2j4LAIn82q0+d1AoYNmH1Zce1UMaM1xgf5u0p8ihWFrc6syLm59KOFxqKWnj+uCrSHPby4s3Rr1WbcjAUMFUUKjGqZ8e8/K0HJNV7Gc0bFjIUALexokK6iRmuOAcEWNJzmZjIOx76mjaVWgn4k4B+Fn4UkEwCcb+qWIhAx02g6ImYagUw3IbB4MeMnvLIE4LpLSBeN1Y51IdncCfWGIgoM0tXi4cNbcaHLxx1IihktFoqQXyvnGT9jpWd3TU0SM4oNLT+6dv6wBAAbiKzLSgvMaACwwcR+lr+rrStmtBQ59iM7v9el9SbgxRuImQ/1GEsVM3ZvlWfHafxPxEy+qVuKQMRMo+mImGkEMt2EwOaIGa0Xun4M6vUhrYvJB3dt/u6Xiluoihl/Z+zMjwPuMjJ42O3c9wQ+A/xrESO6oSaJGfs4AHhB2aHk/xVTPwW4bXtUzGi1MSj5CcBbyuC6Yua3iqDS6lSbwbqO/dgNxIxbszcaS1fM2G+N34mYyTd1SxGImGk0HREzjUCmmxAIgRAIgRAYSCBiZiCwSYdHzDQCmW5CIARCIARCYCCBZYqZI4DfBe4I/HPZWaAP1+h6fdE1C6e+ZfM8mAjK7YYGyWl2rc18ECag8ryumXgSCv3d+xy8Y5d/N2sRM81QpqMQCIEQCIEQGERgmWJG/68ixC2JBpS5pdCEUSanMj24ORD0S3ucUfdmrDy35HV4arlKx+/uAo/T9xsxM2j6c3AIhEAIhEAIrD6BZYoZg+X272wndOuhkfKXl22S1g+xXVwsMvuWDJoGtZkcyu2QBqSZ+Mq/7xYxs/oLMlcQAiEQAiEQAkMJLFPM/EnZCaDr6Lhicbkz8NpS68T6IbbnAOZRUOzcvwggt0teWtxRdVtlxMzQ2c/xIRACIRACIbANCCxTzFiJ1W2FJp5SwJhPwURPbpO0cFsVMyaqchvgx4uYuQY4rbimTFBlKm+rxY6KmWkxMYcevGOXAqlZ27Pz+EObdZaOQmA9CXxgPS87Vx0CITAvgWWKme7YTUb1V8DXlNof5m4wlsZ2GfCiknlSy4yl7U09bmCwQcSnltTfsczMuxpyfgisPgFfjEy3/7bOpZgJV6uvOVwsKeCLlNlybbXW0EdLVWyTz72nJM6rmX09zky8nv+zwAOAT3f69/5kjabry4uVv3JDgn1bz8hmQj0rT5s0zyy6VqL+9ZKIz2rc5qrxc2263z9RPsPyCCbhM7GeL3I2k/r5b2MJu+OwX18QzTLsvd06U94fzSdzeKm+/Q+dcb9+JBmfx3gf9j5bc9p4uCJTd7/5dmrFbXkar+iGDJMA2oxllKtJ/ORpmYXfKb9zQ4fz4kYOc/CMY2jywUmc7Ma4SY/xeeHcyM9q5IYZvKTD5u/Kvy3OqQXfWMyXlueL40rbhgSWKWZchN4AdBO56P0CmwzKMvZHl0V/UPlSaX3RFeWXzC+Mrifrqlgr5LqImW24MnNJa0/gpp/507PZZ59avfqLedxyyzkH/vp3uoFgtG0kZrzHKCQUFrZRMWM8ngJCgVJfqLwPGcP3TVOS4SkETFxXK2tbU+nVJSOwf5tI73jg/5WaS47T0gVWt1bM+Lm1WdDSz/cYm8Un/b91myxbYNZisxXXYpL1PDP+KoJ8iPuwd2PFM4B7leR53fGNW19egzGLvkBaQ6p+tj+7cIyYUeD4Yum92dYVM16vzXu2BTJHxUwtLTE6jkmcTB4oj+8vIsrSEc6TIub3O51Y02r0xVZWClifGwqttG1IYJlixrcKvyB+6U0J/iMlg6aLVqHjF1dXkTczF6OKvooZ355cyGbt9JhxC3jSdGVr9jZcyLmk7UdgQWJGy4ilAXybNw5vnJixorb1iizYaNO6ojvcl65JmX1HxYznmS3YrL6/UawjCp2/HpkprQwbiRlP8V5piQUtJwqBB5V7X+3Oh7sWEq02XYuS8YWWTfBz+4gZ77eWT/B6FE5aQnzR1KIzapnRSmUxTPvVytMVM1ptLKvguMxG3FfMaEUax0khYlHQ3+7wc5xeW03j4a9GnwVWKTccwdAFRV6tkr79vjBrfkXLFDPLQh8xsyzy+dwQGEBgQWLG9A2fK5YKRco4MePOSeP0jIOzTIFiw5ct3S19xYwuHy0JFrRUhGhJVtQYE6iVR+uL7q++YsbUE5ZY8GGtiHBM3eaLnlaYh4z8XLeaAk7rSh8xo2BRDGkJ+tPiqnpWcYONihn/r3VMoaXbyLjH6mbSHaVFyWrb7kA1fUbXzTTJMjOJ0x+X63vzyPUpSGWo8BonZnSz6aZTwN5Uqp53XW0DVmQO3coEImYazU6S5jUCmW5CoBBYoJgxKacPWd3UbjDwIVtjZqq7R/eF8RZaO7Ru+EC0KWa0BHyyM1E/Wh7iCgwtILcDDi4WCfuvzdQTPti1+li5WwFizEsfy4x9GCdoFWxzco02x/crpf/u7xQz3udHY3o8RkHVddVpjVGg6MZ6WLGsKFAUfF7zODGjxVyeCi0FS1fM2J8VybWC6d7piplxDGuc0zhOxlF6fRbQ7DYTripm6oaPUcuMguyXi7DUqmM8jcVA07YZgYiZRhMaMdMIZLoJgfnEjHEkWgpqnirdHAbvamUxgLcWTnwk4B8tKD8/RswoOrTG6C7xrd/A2ipmxlkVRt1MxvL58PdharMopTsya/PB+r4SWNtXzCiaFDNughhtBuQab/INneBmjzF7+suKi6avZeZxJdDXyuJaQnT9TxMzWo20nBi7YgyQwkXLjEx8xhhMbLDuD3YCgCdZZiZx0n2mUNG6VZtB016bFqDaumLG2BnFpZwVO2ab1xpWhWm+a9uIQMRMo8mMmGkEMt2EwHxixge+VoUfKu4krRk+xLQwdMWMn6LLRyuAgbKjlhldM5ZN8c3f3TCWWrH1dTP5gFVUGd/nLk1dTWY2/8ciDrSUKGjcAdVCzDg2K3HrIjJ2xb+14BjnoxAxeLmvmNHaokjQoqJ4cnfUNDHjZ7vbykBg4x27YsbffW8RM8au1N1M48SMgdaTOHmuwlBrmru0FG9aznSHaUkaJ2aeVqxFdUeZzztdhY7HOM20bUQgYqbRZEbMNAKZbkJgPjHjPU13hFYX38a1yihkdAuNihkf1teWB/2omHEUuogMMtUlVJtixjd7A3tr03qh62JULCgutAxolfAhXl0+uqHsxxiXvjEzftY0y4y/dzNFtYB47QYLP6U8uMcFKI+utepmcqyKBndbKQq1qGwkZhSFBuhq5RoVM36Obqh/6oiZcQwN0p3EyT6My7Gen9Yb457c9m1gcLd1LTPvKLFKNWeZxxmUraXNNZK2jQhEzDSazIiZRiDTTQiEQAiEQAgMJBAxMxDYpMMjZhqBTDchEAIhEAIhMJBAxMxAYBEzjYClmxAIgRAIgRBoRCBiphHIWGYagUw3IRACIRACITCQQMTMQGCxzDQClm5CIARCIARCoBGBiJlGIGOZaQQy3YRACIRACITAQAIRMwOBxTLTCFi6CYEQCIEQCIFGBCJmGoGMZaYRyHQTAiEQAiEQAgMJRMwMBBbLTCNg6SYEQiAEQiAEGhGImGkEMpaZRiDTTQiEQAiEQAgMJBAxMxBYLDONgKWbEAiBEAiBEGhEIGKmEchYZhqBTDchEAIhEAIhMJBAxMxAYLHMNAKWbkIgBEIgBEKgEYGImUYgY5lpBDLdhEAIhEAIhMBAAssUM98C/AbwWWBf4BnAa4A7AC8sJee9nGcCl5TS8BcB9wXe2bnOs4Czy3n2tVG7Bdjn4B27/LtZi5hphjIdhUAIhEAIhMAgAssUM9cCCpE3APcErgC+ATgdeCBwEnBX4C3AvYGHAucCu4Cnlqt0/O8qxx1QhNFGACJmNiKU34dACIRACITAChFYpph5JXAx8EfAg4qV5v7A5cB5wNWFo8dokdF6cwxwLHB34GbgwcAZ5e+7Rcys0MrLUEMgBEIgBEKgEYFlipmvA64DPgJ8LfAI4K3A9cApwO5yjc8B3g98DFDs7A+8HLi0uKOuBJ4PRMw0WhTpJgRCIARCIARWicAyxcw1RYQoSo4EXgZ8M/DnI2LmucANwMeLmPG804ATgfcChwE3jhEz02JiDj14xy4FUrO2Z+fxhzbrLB2FwHoS+MB6XnauOgRCYF4CyxQz/wncEfhcuYibgG8DzgcuAK4qP78MeBGwXxEzZwJ7SmDwEcCpwIdjmZl3KeT8EAiBEAiBEFhNAssUM+8GngS8CTioBPrqKtLFdHTZvVR/rvXluCJmDP7V9fRY4ITiqoqYWc31l1GHQAiEQAiEwNwElilmvhV4Vgna/VLglwFdSLcv1pn7AbqK3PHkTqdHd8SMbqlXAIeUYyJm5l4K6SAEQiAEQiAEVpPAMsXMsohla/ayyOdzQyAEQiAEQmABBCJmGkFN0rxGINNNCIRACIRACAwkEDEzENikwyNmGoFMNyEQAiEQAiEwkEDEzEBgETONgKWbEAiBEAiBEGhEz0FC8wAAIABJREFUIGKmEchYZhqBTDchEAIhEAIhMJBAxMxAYLHMNAKWbkIgBEIgBEKgEYGImUYgY5lpBDLdhEAIhEAIhMBAAhEzA4HFMtMIWLoJgRAIgRAIgUYEImYagYxlphHIdBMCIRACIRACAwlEzAwEFstMI2DpJgRCIARCIAQaEYiYaQQylplGINNNCIRACIRACAwkEDEzEFgsM42ApZsQCIEQCIEQaEQgYqYRyFhmGoFMNyEQAiEQAiEwkEDEzEBgscw0ApZuQiAEQiAEQqARgYiZRiBjmWkEMt2EQAiEQAiEwEACETMDgcUy0whYugmBEAiBEAiBRgT6ipk/Bh4B3Fw+9yuBlwLHNxrHZnZzC7DPwTt2+XezFstMM5TpKARCIARCIAQGEdhIzHwf4J8nABcCnyu9fwPwAGDfQZ+2NQ6OmNka85BRhEAIhEAIhEATAhuJmfsBTwX+N3AjUK0ZnwX+CPiFJqPY3E4iZjaXdz4tBEIgBEIgBBZKYCMxUz/8RcCPAYqYVu164E6dzu4O3AX4D+CFwH3K754JXAI8GrgIuC/wzs55ZwFnA3foOb6ImVYzmH5CIARCIARCYAsQ6CtmFBmPAe4G3K4z7qc3uoaHAI8vn3E68EDgJOCuwFuAewMPBc4FdhVrkR/t+N9VjjsgYqbRbKSbEAiBEAiBEFghAn3FzLXAg4tYqHEzXmaLmJkvAd5WAoz/HrgcOA+4unC8uFhk/KxjgGMBrTgGIzumM8rfCq0+lqNYZlZogWaoIRACIRACIbARgb5i5lPAccCfbNThDL//EeD+wI+Xc3U/nQLsLv9/DvB+4GPluP2BlwOXFnfUlcDzi9UoYmaGCcgpIRACIRACIbDKBPqKGWNWdgJvX8DFvgP4IeADE8TMc4EbgI8XMXMNcBpwIvBe4LASnDxqmZm29frQg3fsUiA1a3t2Hn9os87SUQisJ4F6D1jPq89Vh0AIzEygr5gxz8x3A+8B/rPzaVpU5mlu8X4VcK9OJ/7/AuCq8rPLAAOQ9yti5kxgD2Bg8BHAqcCHY5mZZxpybgiEQAiEQAisLoG+Ykb30jgXjjEs87THlXiXH+108kTg6LJ76aASAKz1RTeX4smt4rqeHgucAFwXMTPPFOTcEAiBEAiBEFhtAn3FzKKu8heBLx3JV3N74HzAHDe6itx6fUURN1XMHAm8AjikHBPLzKJmKP2GQAiEQAiEwBYn0FfMuB16tHnuw7f49Y0bXnYzreCkZcghEAIhEAIhMIlAXzHTTVL3ZYCxLm8EvmsF0UbMrOCkZcghEAIhEAIhMK+YGT3/O0uSu5NXEG3EzApOWoYcAiEQAiEQAq3FzHcAbpG+4wqijZhZwUnLkEMgBEIgBEJgXjHzL50OzNj75cCbgQetINqImRWctAw5BEIgBEIgBOYVM26Frk0x8EHgQuCfVhBtxMwKTlqGHAIhEAIhEALzihnP16VkwUfFgMUdP72iWCNmVnTiMuwQCIEQCIEQGEeg724mq1i/Evjq0okFIb8P+IsVxBoxs4KTliGHQAiEQAiEwLyWGYs/fhR4KXC7UgjSZHdWrV61FjGzajOW8YZACIRACITAFAJ9LTOfBL4R+FDpy6KOFnn8ihWkGzGzgpOWIYdACIRACITAvJYZK0xrlTkPUAA9GTgJWMVK0REz+T6EQAiEQAiEwDYi0Ncycwrw4s51KwgeD/z+CrKImFnBScuQQyAEQiAEQmBey4znfzvwvcB/AX8MvG1FsUbMrOjEZdghEAIhEAIhMI5AX8uMifJMkHfXEgBc+/qjFcQaMbOCk5Yhh0AIhEAIhMC8lpnLgUeM6aSvGNpKMxAxs5VmI2MJgRAIgRAIgTkJ9BUjJsgz6PfPgc91PvOGOT9/GadHzCyDej4zBEIgBEIgBBZEoK+YeVnZzWRxyVVvETOrPoMZfwiEQAiEQAh0CPQVM1plrM/0mfKndnHnFaQZMbOCk5Yhh0AIhEAIhMAkAn3FjEnz/qrsYOq6mZ46B9o7ABcADygCScF0HeDPXwjcp/T9TOAS4NHARcB9gXd2Pvcs4Oxy3md7jCdipgekHBICIRACIRACq0Kgr5h5d9nN9C8NL+xM4F7A44pweQrwBOB0wFpQJuVz99RbSoHLhwLnAruAKqIcv0UvPe4AIGKm4QSlqxAIgRAIgRBYBQJ9xYyZf78DeN2Im+npc1zkm4GfAN460oc7p/y8q8vPLy4WmX2BY4BjgbsDN5faUGeUvy2xEDEzx4Tk1BAIgRAIgRBYRQJ9xYyJ8vwz2m4/x0Vb50kX0iNLiYSfA/4MsKilGYd3l76N1bGcwseA+wP7Ay8HLi3uqCuB5wMRM3NMRk4NgRAIgRAIgVUl0FfMeJyxJt2m4Pi9OS5cMfPLwO8C9wNeBRxUtn93xcxzAbeAf7yIGXdUnQacWIpdHgbcOEbMjI63O9RDD96xS4HUrO3Zefwq1qlqdv3pKAQaEPhAgz7SRQiEwBoS6Ctmvqq4hL62WFHuBBwH6PqZtb0d+GHgfaUDBcm3FSuLgcFXlZ9fBrwI2K+IGWNt9hSrzhHAqcCHY5mZdRpyXgiEQAiEQAisNoG+YuY1wLcCdwQMAv7vwM8AWk1mbb9YTtQ6o3XltcDBJQj46LJ7SUuNAcD+XvGkm8ngX11PjwVOKDugImZmnYWcFwIhEAIhEAIrTqCvmPlU2S30p2VnkdukH1Z2Is2K4MuAlwD3LEHFiqPXA8bhnF9cT7qK3Hp9RRE3VcwcCbwCOKS4vyJmZp2FnBcCIRACIRACK06gr5j5YHEzuTVay4i7hnT/aKlZtZY8M6s2YxlvCIRACIRACEwh0FfMuIVaV48Wmp8u/b2xbIleNcARM6s2YxlvCIRACIRACDQQM3ahW+g/geNLzIy7j/5tBelGzKzgpGXIIRACIRACITCJQF/LzHYiGDGznWYz1xICIRACIbD2BCJmGi2BPTuPX0eWjeilmxAIgRAIgRCYncA6PoBjmZl9veTMhgRu2nHttMSOgz/pwJ1HreP3eTCnnBACIbD9CKzjzS9iZvut45W8okWKmcMvPLypUNp98u51vFes5LrKoENgHQms4w0qYmYdV/oWvOaImS04KRlSCITAShKImGk0bYmZaQRyjbqJmFmjyc6lhkAILJRAxEwjvBEzjUCuUTcRM2s02bnUEAiBhRKImGmEN2KmEcg16iZiZo0mO5caAiGwUAIRM43wRsw0ArlG3UTMrNFk51JDIAQWSiBiphHeiJlGINeom4iZNZrsXGoIhMBCCUTMNMIbMdMI5Bp1EzGzRpOdSw2BEFgogYiZRngjZhqBXKNuImbWaLJzqSEQAgslEDHTCG/ETCOQa9RNxMwaTXYuNQRCYKEEImYa4Y2YaQRyjbqJmFmjyc6lhkAILJRAxEwjvBEzjUCuUTcRM2s02bnUEAiBhRKImGmEN2KmEcg16iZiZo0mO5caAiGwUALLFDMvAY4B/r1c4XXAE4E7AC8E7lN+/kzgEuDRwEXAfYF3dqicBZxdzvtsD1qpzdQDUg5ZPIGImcUzzieEQAisB4FliplLgecBrx9BfTrwQOAk4K7AW4B7Aw8FzgV2AU8t5zj+d5XjDgAiZtZj3W6Lq4yY2RbTmIsIgRDYAgSWKWZeC/ws8NYRDpcD5wFXl59fXCwy+xZLzrHA3YGbgQcDZ5S/7xYxswVWVIbQm0DETG9UOTAEQiAEphJYpphRxPw98FXAfwBPB94GXA+cAuwuI38O8H7gY8D9gf2BlwNadnRHXQk8H4iYyWJfKQIRMys1XRlsCITAFiawTDHzGODdwF8C3wP8AXAQ8GcjYua5wA3Ax4uYuQY4DTgReC9wGHDjGDFjbMykdujBO3YpkJq1PTuPP7RZZ+loLQjctOPapmvwwJ1H3bYGD7/w8KZ97z5592as7w+sxcTnIkMgBJoTWKaYGb0YrTRaXoyjuQC4qhxwGfAiYL/y+zOBPYCBwUcApwIfjmWm+dpIhwsmEMvMggGn+xAIgbUhsCwx4+dqgTm5WF2+BbiiWGZ0MR1ddi9pqTEAWOvLcUXMGPyr6+mxwAmAu6AiZtZmyW6fC42Y2T5zmSsJgRBYLoFliRmv+mHArwD/BXwO+GngjcDtgfOB+wG6itx6rdBxa7aWG8XMkcArgEPKMREzy11H+fQZCETMzAAtp4RACITAGALLFDPLmpDkmVkW+XzuFxGImMmCCIEQCIE2BCJm2nAkGYAbgVyjbiJm1miyc6khEAILJRAx0whvxEwjkGvUTcTMGk12LjUEQmChBCJmGuGNmGkEco26iZhZo8nOpYZACCyUQMRMI7wRM41ArlE3ETNrNNm51BAIgYUSiJhphDdiphHINeomYmaNJjuXGgIhsFACETON8EbMNAK5Rt1EzKzRZOdSQyAEFkogYqYR3oiZRiDXqJuImTWa7FxqCITAQglEzDTCGzHTCOQadRMxs0aTnUsNgRBYKIGImUZ4I2YagVyjbiJm1miyc6khEAILJRAx0whvxEwjkGvUTcTMGk12LjUEQmChBCJmGuGNmGkEco26iZhZo8nOpYZACCyUQMRMI7wRM41ArlE3ETNrNNm51BAIgYUSiJhphDdiphHINeomYmaNJjuXGgIhsFACETON8EbMNAK5Rt1EzKzRZOdSQyAEFkogYqYR3oiZRiDXqJuImTWa7FxqCITAQglEzDTCGzHTCOQadRMxs0aTnUsNgRBYKIGImUZ4u2JmkQ+p5536ulsaDfnz3Tz5gqPXcQ20RDhzX4tcJ4dfeHjTdbL75N1ZJzPPdE4MgRBYNIF1vEF5k9/n4B27mt7sI2YWvVS3X/8RM9tvTnNFIRACyyGwFcTMYcBfAA8B3gjcAXghcJ+C5JnAJcCjgYuA+wLv7OA6Czi7nPfZHhgjZjqQYpnpsWIWdEjEzILAptsQCIG1I7BsMfMlwGuAOwNnFDFzOvBA4CTgrsBbgHsDDwXOBXYBTy0z5fjfVY47AIiYGbiEI2YGAmt4eMRMQ5jpKgRCYK0JLFvM/CzwH8B3As8uYuZy4Dzg6jIzFxeLzL7AMcCxwN2Bm4EHFxHk33eLmBm+liNmhjNrdUbETCuS6ScEQmDdCSxTzNwLeE4RJ5d2xMz1wCnA7jI5HvN+4GPA/YH9gZcDnqM76krg+REzsy3liJnZuLU4K2KmBcX0EQIhEAKwLDFjXMwbgMcDHwBeNUXMPBe4Afh4ETPXAKcBJwLvBYy5uXGMmJkW4HvowTt2KZCatT07jz+0dnbTjmub9n3gzqNu6/t5p76uad9PvuDo2/puBiMd9SKwyHVy+IWHN10nu0/evRnrxHtBWgiEQAgMJrAsMfPtwMuAfy4j9kb5IeBJwNOAC4Cryu8uA14E7FfEzJnAHsDA4COAU4EPxzIzeO4/f0IsM7Nxa3FWLDMtKKaPEAiBEFieZWaUfdcy80Tg6LJ76aASAKz15bgiZgz+1fX0WOAE4LqImdmXcsTM7OzmPTNiZl6COT8EQiAEbiWwLMvMNDFze+B84H6AriK3Xl9RxI0xM4qZI4FXAIeUY2KZmXFFR8zMCK7BaREzDSCmixAIgRDYQmJmMycjeWY6tCNmNnPpffFnRcwsj30+OQRCYHsR2CqWmc2kGjETMbOZ623iZ0XMbIlpyCBCIAS2AYGImUaTmHIGjUCuUTcRM2s02bnUEAiBhRKImGmEN2KmEcg16iZiZo0mO5caAiGwUAIRM43wRsw0ArlG3UTMrNFk51JDIAQWSiBiphHeiJlGINeom4iZNZrsXGoIhMBCCUTMNMIbMdMI5Bp1EzGzRpOdSw2BEFgogYiZRngjZhqBnKGb5536ummlKwb3uFnb1SNmBk9NTgiBEAiBsQQiZhotjIiZRiBn6CZi5lZoB+486rbv8+EXHt5U4O0+efc63itmWI05JQRCYBkE1vEGlTwznZW2WVaIRS7uiJmImUWur/QdAiGw9QlEzDSao1hmGoGcoZuImYiZGZZNTgmBENhGBCJmGk1mxEwjkDN0EzETMTPDsskpIRAC24hAxEyjyYyYaQRyhm4iZiJmZlg2OSUEQmAbEYiYaTSZETONQM7QTcRMxMwMyyanhEAIbCMCETONJjNiphHIGbqJmImYmWHZ5JQQCIFtRCBiptFkRsw0AjlDNxEzETMzLJucEgIhsI0IRMw0msyImUYgZ+gmYiZiZoZlk1NCIAS2EYGImUaTGTHTCOQM3UTMRMzMsGxySgiEwDYiEDHTaDIjZhqBnKGbiJmImRmWTU4JgRDYRgSWKWYeCDwb2BcwK+/TgdcAdwBeCNyncH4mcAnwaOAi4L7AOztzcBZwdjnvsz3mJhmAO5CSAXjvFbNZTFKbqce3NYeEQAiEQA8CyxQzuwCFyNuB+wMXAvcATgcUOicBdwXeAtwbeChwLuB5Ty3X5vjfVY47AIiY6THp3UM268E9cFiDDo9lJpaZQQsmB4dACGw7AssUM12YjwFOAY4FLgfOA64uB1xcLDJacI4px9wduBl4MHBG+ftuETPD12fETCwzfVZNCk32oZRjQiAElkVg2WLmAcD/BT4JHAf8DXB9ETa7C5TnAO8HPlYsOPsDLwcuLe6oK4HnAxEzM6yiiJmImT7LJmKmD6UcEwIhsCwCyxYz9bofWVxI9wL+fETMPBe4Afh4ETPXAKcBJwLvBQ4DbhwjZoyNmdQOPXjHLgVSs7Zn5/GH1s5u2nFt074P3HnUbX0/79TXNe37yRccfVvfzWBsckerymSR6+TwCw9vuk52n7x7M9bJBzZ56eTjQiAEtgmBZYmZLwF+oAT2VpQfBRQz5wMXAFeVX1wGvAjYr4iZM4E9gIHBRwCnAh+OZWa2FRnLTCwzfVZOLDN9KOWYEAiBZRFYlpjxen1zNNj3tSXAV4vL1wBPAI4uu5cOKgHAWl90QxkobPCvrqfHAicA10XMzL58ImYiZvqsnoiZPpRyTAiEwLIILFPM3A94Xmdr9tOKsLl9sc74e11F7ni6ooibKmaOBF4BHFKOiWVmxhUUMRMx02fpRMz0oZRjQiAElkVgmWJmWdecPDMd8hEzETN9vogRM30o5ZgQCIFlEYiYaUQ+GYAbgZyhm+SZuRXagTuPuu37fPiFh08LgB9MOWJmMLKcEAIhsIkEImYawY6YaQRyhm4iZiJmZlg2OSUEQmAbEYiYaTSZETONQM7QTcRMxMwMyyanhEAIbCMCETONJjNiphHIGbqJmImYmWHZ5JQQCIFtRCBiptFkRsw0AjlDNxEzETMzLJucEgIhsI0IRMw0msyImUYgZ+gmYiZiZoZlk1NCIAS2EYGImUaTGTHTCOQM3UTMbK6YWVXeMyytnBICIbAiBCJmGk1UxEwjkDN0s6oP15t2XNt0+/Rmbc1eVd4zLK2cEgIhsCIEImYaTVTETCOQM3Szqg/XiJlbJ3s7JG6cYdnmlBAIgYYEImYawYyYaQRyhm4iZuJmmmHZ5JQQCIFtRCBiptFkbgcx8+xHPbyp2+PMS67clPUVMRMx0+hrnG5CIARWlMCmPGy2GJvUZupMSNfEHzGzuW6PuJk2l/cWuw9lOCEQAg0JRMw0ghnLzN4gY5mZvrgiZiJmGt1+0k0IrD2BiJlGSyBiJmJm6FKKmImYGbpmcnwIhMB4AhEzjVZGxEzEzNClFDETMTN0zeT4EAiBiJlKIDEznbWQmJm9vxibtVU4YiZiJg+mEAiBNgRimWnDkVhmYpkZupQiZiJmhq6ZHB8CIRDLTCwzY9ZALDOxzPS5Oe4+efdtLz6ruhW+z3XmmBAIgdUksEzLzN2BFwB3Af4LeArwZuAOwAuB+xSkzwQuAR4NXATcF3hnB/dZwNnlvM/2mIa4meJmmrpMugLvlrPu1DT3zj7nfOK271wsM7HM9Lhf5ZAQCIEeBJYpZl4LXAi8DPgu4DlFwJwOPBA4Cbgr8Bbg3sBDgXOBXcBTy7U5/neV4w4AImZ6THr3kFhmpltmImZu5RPLzMAvVg4PgRDYVALLFDMKlX8CPgd8PfAnwEHA5cB5wNWFxMXFIrMvcAxwLKBV52bgwcAZ5e+7RcwMXzsRMxEzfVZNxEwfSjkmBEJgWQSWKWa61/wi4G+AXwWuB07xZbAcoMXm/cDHgPsD+wMvBy4t7qgrgecDETMzrKKImYiZPssmYqYPpRwTAiGwLALLFjNfAvwu8KVFwBg7MypmngvcAHy8iJlrgNOAE4H3AocBN44RM9NiHQ49eMcuBVKztmfn8YfWzm7acW3Tvg/cedRtfT/v1Nc17fvJFxx9W9/PftTDm/Z95iVX3tb3ew67R9O+7/m+GzaFyS1n3anpuPc55xObsk4Ov/DwpuPeffLuzeD9gWZfyHQUAiGwVgSWKWZuVwJ73wf8AlDFx6uAC4CrykxcBmi52a+ImTOBPYCBwUcApwIfjmVmtnW7WZaZ9xx2j6aBtPd83w2bsrsmMTO3rqtYZmb7fuWsEAiBzSGwTDHzc2Un09NGLvWJwNFl95IxNAYAa305rogZg391PT0WOAG4LmJm9sUSMRM3U5/VEzHTh1KOCYEQWBaBZYqZj5Y4mM90Lv4BwKeB84H7FWuNW6+vKOLGmBnFzJHAK4BDyjGxzMy4giJmImb6LJ2ImT6UckwIhMCyCCxTzCzrmpNnpkM+YiZips8XMWKmD6UcEwIhsCwCETONyKecwd4gz7zkytvWV2JmbuWTpHnTxWOjr2O6CYEQWDMCETONJjxiJmKmz1KKmImY6bNOckwIhMAwAhEzw3hNPDpiJmKmz1KKmImY6bNOckwIhMAwAhEzw3hFzAzgFTfT3rAiZiJmBnyFcmgIhEBPAhEzPUFtdFgsM7HMbLRG/H3ETMRMn3WSY0IgBIYRiJgZxiuWmQG8YpmJZabPcunuqOtzfI4JgRAIgVECETON1kQsM7HM9FlKsczEMtNnneSYEAiBYQQiZobximVmAK9YZmKZ6bNcYpnpQynHhEAITCMQMdNofcQyE8tMn6UUy0wsM33WSY4JgRAYRiBiZhivWGYG8IplJpaZPssllpk+lHJMCIRALDNfTCDlDDo8Us5guqUgVbNv5ZNyBnmQhEAIbGUCscw0mp24meJm6rOU4maKm6nPOskxIRACwwhEzAzjFTfTAF5xM8XN1Ge5xM3Uh1KOCYEQiJspbqaJayBupriZ+twi42bqQynHhEAILItALDONyMfNFDdTn6UUN1PcTH3WSY4JgRAYRiBiZhivuJkG8IqbKW6mPsslbqY+lHJMCIRA3ExxM8XNNOA+0H24ZjfTreDiZhqwgHJoCITAphOIZaYR8riZ4mbqs5TiZoqbqc86yTEhEALDCCxbzJwMPA94KPDGMvQ7AC8E7lP+/0zgEuDRwEXAfYF3di7zLOBswPM+2+Pyk2emAykBwNMfrrHMxDLT456SQ0IgBJZMYJli5rHAkUW0/HxHzJwOPBA4Cbgr8Bbg3kXwnAvsAp5auDn+d5XjDoiYGb6aImYiZvqsmriZ+lDKMSEQAssisEwx8xXAvwGvLZaVapm5HDgPuLpAubhYZPYFjgGOBe4O3Aw8GDij/H23iJnhyyhiJmKmz6qJmOlDKceEQAgsi8AyxUy95lExcz1wijGH5YDnAO8HPgbcH9gfeDlwaXFHXQk8H4iYmWEVRcxEzPRZNhEzfSjlmBAIgWURWAUx81zgBuDjRcxcA5wGnAi8FzgMuHGMmDE2ZlI79OAduxRIzdqenccfWju7ace1Tfs+cOdRt/X9vFNf17TvJ19w9G19P/tRD2/a95mXXHlb3+857B5N+77n+27YFCa3nHWnpuPe55xPbMo6OfzCw5uOe/fJuzeD9weafSHTUQiEwFoR2Ipi5lXABcBVZSYuA14E7FfEzJnAHsDA4COAU4EPxzIz27qNZSaWmT4rJ5aZPpRyTAiEwLIIbEUx80Tg6LJ76aASAKz15bgiZgz+1fVkAPEJwHURM7Mvn4iZiJk+qydipg+lHBMCIbAsAssUM88CHgZ8HfAR4FPAdwCfBM4H7gfoKnLr9RVF3Bgzo5hxF9QrgEPKMbHMzLiCImYiZvosnYiZPpRyTAiEwLIILFPMLOuak2emQz5iJmKmzxcxYqYPpRwTAiGwLAIRM43IJwPw3iBTm2lvJskAPF08Nvo6ppsQCIE1IxAx02jCI2YiZvospYiZiJk+6yTHhEAIDCMQMTOM18SjI2YiZvospYiZiJk+6yTHhEAIDCMQMTOMV8TMAF5xM8XN1Ge5dOO2+hyfY0IgBEJglEDETKM1EctMLDN9llIsM7HM9FknOSYEQmAYgYiZYbximRnAK5aZWGb6LJdYZvpQyjEhEALTCETMNFofsczEMtNnKcUyE8tMn3WSY0IgBIYRiJgZxiuWmQG8YpmJZabPcollpg+lHBMCIRDLzBcTSNK8Do8kzZtuKbjlrDtNK1g6+O4Sy0wsM4MXTU4IgRDYkEAsMxsi6ndA3ExxM/VZKREzETN91kmOCYEQGEYgYmYYr7iZBvCKmylupj7LJW6mPpRyTAiEQNxMcTNNXANxM8XN1OcWmdpMfSjlmBAIgWURiGWmEfm4meJm6rOU4maKm6nPOskxIRACwwhEzAzjFTfTAF5xM8XN1Ge5xM3Uh1KOCYEQiJspbqa4mQbcB7oP1+xmuhVc3EwDFlAODYEQ2HQCscw0Qh43U9xMfZZS3ExxM/VZJzkmBEJgGIGImWG84mYawCtupriZ+iyXuJn6UMoxIRACcTPFzRQ304D7QNxMe8OKm2nAAsqhIRACm05gK1pm7gC8ELhPofFM4BLg0cBFwH2Bd3ZInQWcDXjeZ3sQTAbgDqRszZ7u9kjMzK18ImZ63FlySAiEwNIIbEUxczrwQOAk4K7AW4B7Aw8FzgV2AU8txBz/u8pxB0TMDF9HETMRM31WTcRMH0o5JgRCYFkEtqKYuRyfQTggAAAgAElEQVQ4D7i6QLm4WGT2BY4BjgXuDtwMPBg4o/x9t4iZ4csoYiZips+qiZjpQynHhEAILIvAVhQz1wOnaNkuUJ4DvB/4GHB/YH/g5cClxR11JfB8IGJmhlUUMRMx02fZRMz0oZRjQiAElkVgFcTMc4EbgI8XMXMNcBpwIvBe4DDgxjFiZlK1408Ad1oW8HxuCITARAJvAL4nfEIgBEJgKIGtKGZeBVwAXFUu5jLgRcB+RcycCewBDAw+AjgV+PBQy8wAUJ8PGB5w/JBD0/fetMJkfZkscu6HfC9zbAiEwIoRWNRDeh4MTwSOLruXDioBwFpfjitixuBfXU+PBU4ArouYGYt7kQ+G9L2+gmPId3voOhl6/JCx5NgQCIFtTGAripnbA+cD9wO8ubn1+ooiboyZUcwcCbwCOKQcE8tMHq59vqaLfFim7/nX4CIZ9lkfOSYEQmBFCWxFMbNolENvmEOPHzL+9D3/AzC8hxDY2rwX+X2Yj1LODoEQ2NIEImY2np5F3mDT99Z+uG68Or5wROZy/rlcJMMhc5ljQyAEVozAOooZ3VbnrNg8ZbghsA4E8t1ch1nONYbAAgiso5hZAMZ0GQIhEAIhEAIhsCwCETPLIp/PDYEQCIEQCIEQaEIgYqYJxnTSgICZn80nZDHRf2vQX7oIgRAIgRBYEwIRM/0n2qKXP1YqdPc/q9+R6Ru+Hfihkk/oz4qweVM/fIOPCu+9ka0qk8GTnxNCIAS2H4GImf5z+jXATwBP739K7yPT9xdQuSatmv7rwFcCvwH8HvBfvWlufGB4781oVZlsPNs5IgRCYNsTiJjZ9lO8UhdoEsTHFQvNXwK/Dzwc+PLy85W6mAw2BEIgBEJgcwhEzAzjbHbizw47pffR6973nwBfW9xLLwE+0iH3Fm51Q7Vs6857HMtVZdJyXaSvEAiBFSQQMdN/0u4D/MWCik6mbzgGMFbm38uU3KVUSve/BwAf7D9VGx4Z3nsjWlUmG052DgiBENj+BCJmhs3xqr65rsK4Da4+sRQZdVbeCLwUeMGwKep99Cow2U7Wk0Xy7j3pOTAEQmB7EoiY2Z7zuopX9Tbguzvbsr+sVES34GhaCIRACIRACEwkEDHTf3Ho6vgp4Mz+p/Q+Mn3DO0o1dOvz2HyTd2t261gZ+w7vvZfmqjLp/SXLgSEQAtuXQMRM/7ld1TwcqzLuZwIPAq4Fbgd8L7AreX2+aIGuylyOfqsWOe7+3+AcGQIhsG0JRMxs26ldyQs7Frg/8DngzYA7nNK+mMD/AP45UEIgBEIgBL5AIGJm/GrQMrA/8I8jydruDvz1nAvoeOAe5WHtA7tlW1Tfutae3RmomXovbjnwkkvmYSVRXnddPr/B53wp8FjgIOAXiztrN/Cfc/StG2xaa7WF311G/7N8kNfxLOCec4zb/t4JTIpFMnZp1rbIvmcdU84LgRBYAwIRM3tP8veUB7UPq48CCoT3A2cAP1dEzqxLQ1fKQ8tOHbciKxDMbtuiLbJvBZxCrrYbiiBrMe7axxuAD43kl/F3T23wIS8GPgN8a3mI/wzwzXMm4jO255+mZCbWtTJv+23gwSXG573AEcCvlKzIs/Z9FaBodLfYuPYds3YMLLLvOYaVU0MgBLY7gYiZvWfYXDJuEzZRm1uFf7zklrH44WnATXMsCkWBb6+fLG/bVzYMcF1034sWM38I/O852E471UBi43F0W31XObD771k+9izgB4D3AY791UUwzdLXpHPMu/MA4FXA9wP3Ah5fAtFbfI6CXdGlMPtwce+16Lfbh1bOO5Y137rv9BcCIRACnycQMbP3Qhi1OniTtyZTC7fKaN/vAu7daC0usu/NsMycV3aKfboRj243fwp8Z0fMuO3bn31bg8/ScqIL62jgmiJstHrUXVnzfITB0EcBf1wKcFqfys94yDydlnN/GPjNIsC+pNwLFO6vbNC3LwO6xC4oiRDdKfVrwG816DtdhEAIhMBeBCJmNhYzxhdoTWnRRgXHqvR9Y3mYVgaXA9/XAWL8ybzNh7TC7j0jFgLdcfM23YNaZnQt/d9S78m6Tz5gW7V9gR8FngF8Avi6Bh3rHlPwflVh4/pRNB3ZoG+F0qOKRcbuvhG4BLhvg761airyHlksYU8u4nEeF1aDYaWLEAiB7UogYmZzxYwPOR/atfmgfm3n/z84x0JbZN8+RKc1A5rnbSbMu3lMJ5NiO4Z+nu4lrTP/UeJFdD21aP+txFXp/vkW4OXAHwBvb9C5biCDf43N+ZESO6NLa0+Dvq1/5Zi77QrgEQ36Nv7J+bwQeFlZ4/O69RoMK12EQAhsVwIRM3vPrLtQ/qXz4zuP/L/uLJllTTx6g5P+aJZOyzmL7HuOYQ069bASaGws0Vd0sgEP6mTMwVoKFBjyNai7RdNadzLwv0pyP/tXqLbaxeQYdb3p+llEM7j4H4qwUzQp9lzriiXbPLuaFOh/VUSe1jCtPbq0tI6lhUAIhEBzAhEzeyPdaBeKMTRp7Qm4W+wJgPEbhwPnA38zsiV81k/VveF28hOK20bhoatMK82szZgYx6cVohbH7PbVYheWMScKsOsaiyTHaVoAY3AmtXlcQqY1UOS9ruwENFD63cBGFr5Z5yLnhUAIrDmBiJk1XwBb6PK1BJgwz7d6rQRaC4zreGDDMbqzRleTLht3B33lHH1vhiXsI8Va4vfURIK1GZ/TsrXecaQlbBFlKFpec/oKgRDYRgQiZrbRZG7CpdREgt2P+ibAHCjzNkWMMUTd2ArjZeaxEHTHpHBRwBiX9PXAK4Cfn3fQCz7f72eLXVHjhrnIHUfuWtJV6/x1ExO2in9aMPZ0HwIhsGoEImaWM2Om7X/NyEc/BriowXAW0beWAP+4E6gbpKz1RBeIgmbepuvnL0uumV8oOX5cn257nrcZy6Lrym3H/6e4WBYlEuYda/d8tzdrRTJbr+M174wxLV0rzayft8gdR257HxfM3WJn2qzXm/NCIAS2MYGImb0n16DOSU1e7gKZtbnrxz+/VLbw1n4UBb7NHjhrx6XfRfVt/INZcw3k/HhnjDXvyTRmfS9pv5JnRhdT3XH0nAnxKH37rMc9HLh6AXEnQ8cx9Hi3ZpsTR8FoUwwYtGt80bwtO47mJZjzQyAEtgyBiJm9p6LWAjLRl2/zBkoalKq7w+28G8VKTJtct+6a2+NxJe9GPVZR8HrgRXOsjEX2XYd1OvC7c4xx2qmHjHGpuDPIEgezWiIMnnW+rL49rlmqYt7202PKC1g/6WnzdlzWhOU1us11MvqzWT5qkTuOFOXm8PlqQEuh1jXjn/5uloHmnBAIgRDYiEDEzGRCuiR8EFaf/5cXF0U3WdxGfCf9vgoj4zhaV0BeZN8yWFQxSJPDma7f3WKKu68ppQLuAph0zRiXoc1gX10ek9wb3Rw/Q/u2xpZ/jMOx3EBtWtncveP4522KZzMAVzGnqFbMeF3ztkXuONKFqjB/SnkJ0DL2k1PmYd5ryfkhEAJrTiBiZvIC+POyu6YeIau3Tqk2PGQp6UrRXeVDyppHvsn7AOgm1BvSX/fYRfa9yGKQWsTMymtciM2aRLq3dpYChhaJnKeZRVfx2F3z82wVti/LIfwG8DudgSnEjEdRnM3bzgG+twRF25eJ6LQy/fK8HZfzDy2J/ozHcW3/baN+qwurG8xdA7wbfUS6CYEQCIEvEIiYmbwaXgp8LaCo8QHlFmG3yhqoO2+7vqR6N5hT8XFQCf5tkVRskX0vshjkuAyx5ikxfX8tuDgrd5PPaUExk263tShTcaeS3G8RVrYqYNzmXAOAdde0aNYb848ixqYwUyS1qOLuGI8rwsv1bakE106LWlgtrj19hEAIbDMCETOTJ1STvjfkI8rbvEm/TPfeIsPruG3I9W123iW2yL4XWQzSB6DWqVqk0Qe47pqfBX6xU+16Fj5aM0zTv4gdTIu0hP33UnLALLoKand7ab2y6vq8TReWsTfVjWplay2DLbbC61Yy46+uLIuUKtaNE7tq3kHn/BAIgRAYRyBiZvq6aO2aqJ/mzhq3H+teMgj1xLIlucXW1UX2vchikAZcGzSreLS9r2T/9SFrzpK/n+Mr/ALgSXOcP+3URVrCnEutge5m8ruq0LDkQIv6SeMCif083VrzNseocNTy5c40XwRaCLB5x5XzQyAEtimBiJnJE7tI14SxCqaqt7LwZ8ouqdPKW+y8S22RfS+6GGT32t2qbU4bLRHzthcClqkwy3B3Z9S583ZcMhaPJvtrZWXTBTQaK9SqYOPFgNXQdeXZ3HVk0PIPN2CiO8/Aa3MHvXpCzpkGH5MuQiAEQuBWAhEzk1fCIl0T9VNNI2/T+tD6zXURfZvEzW22ug10/RwJ7B7J8jrvd0vrg9WcDf71gWisy7zNQNpxSdxaiJlFWsL+f3tnA7RvOpbxY2qYkFFjESHEWvKRVSn6GiJkfZWKVa21KyGLJBRK2SRiljQmSWvJRxLT+qippi+VsqIihORjyYpds9HHNM1P56V77/e+n+d97us8n32f5z3Omf9Y//9zn/d1H9f1vvf5nB/HgQI3QpNkZzDKTmhWZQQc9PowVj7sx6E0lHEOIVik1IQeFhIV/Cyhng3Ngc0IGAEjkI6Ag5l5SCtLE5VU8pW+IXEjk0S2AFZaiPTo56AfoseuG0ES5HtXDLZh7vGhHqeRjRm6oPTxGUn/3ul3eHlFJqzx4jAKD3/QBZFRgrSQ/+4pR+JzlWUEM0P/jNafLenM0NtKhN6ujIARMAL/h4CDmfmTUFmaqKSSr/RN0ygTV8NSR2/Z440xhk1zNSUlGpjfFv0WvT+nF004ILuBYvYZIzbj3nuRCVulQr2J/1XBCvfpGeEfN7DT6D4svcGT02tk8Oi9oUxIgzT9OUwzjSU8eu/j642AETACDmbWnIHK0kQllXylb8o+ELa1AAaqff6uZ+SW5lDKEpQhXizpA5L+NimYmdpi1vwUSTR3P7jj98C6DMa6DMgmt24BBkECAd9QH2sTP1OfhZX3Br1ORtfTM0PgSwBDkEoTsM0IGAEjUIaAMzProa14kVRSyVf6fmJkZigtITpJXwQvV6jrewyCPAILprreKumrJd208CVIduOdoWe1dN3rMhgZI/z0J6HZ1aaDyPycHxxFS9c9vq4imKG0NNTwylqr/RgBI2AEJhFwMDN/MCpfJJVU8pW+QYuyAdmZJgbJN/AsY4KJplECG3pRIHD7iSznIz/v6lT7fuyadT0zYd1MMzFlRMaKbAxnkkCsR8OrMphhfJ7+p7msVWa2KgFeuzACRmBfEHAwM7+TlS8SBPhgF6Y3hJcUZZrnxahs79mq9M3aKEnQdzI8O5SFsg0FcIKaDMHG4dpYN5pBjMWTCVpq6yah4BHqtcYFQ0NwE8Vk1BkyxyzLzMy0/pu5rFVGtirrue3HCBiBPULAwcz8Zla+SGiERHPooyGgiC4RL6gMwrJK33CTQIQ2lgXIYI2t+LGaUmk+IZh0US/vIeIbB0hkxJiW+njig7CX6D7dJ8pi9Bc9I9Tcl95m3BQ9LgmBT69xRpheGmth9SjO967J1xsBI7DHCDiYmd/cihdJu1troP1JSbxcINCbYmRdcvQqfdMnk9l8uuT5NrmG7M7YGM3+yCZO1nwWIkH6hmjOxfB/aohN9t6G7B1lG5qiCWJgSYYLhgmwpQZ54CpDtbzX0DOjRNj4cZq/obp47z18vREwAkbgCwg4mJk/DBUvknY3ftmThWHyCHK4D8bLr2cqaBu+yRJQPrnYP0NfQAAtKca8mwI3cgzndGpJrYL3EVGSPMpbgCI8xIc2I2AEjMBWEHAwsxWYD9wEVtcnB907jaT8N2RxGX0Wlb5hjEVZmeBryE1yiwQYrxdTUfT80PRKsyvik1OlooTbpbkgg8d6h0bm5K5pd7isI4KmqYxT0e0WueU8M3UFwV+FuOeiRfkiI2AE9hcBBzNHY2+Z4uElTjkh2zJ9I6pIsDTumckIOAgKmNKhOZceHMa+H93JdpuN5ZQ/yoPPGmkcnVW47l0IZigv0S9DwDsMZuATshkBI2AE0hFwMJMO6UYO0WT67kjJ33yCfn8jZ6MPV/hGFwhBzAprZH9DRmE4c3qo+4frhLfmxpExuGr0tmQ8x80k0cBNiZAXNyVEJCXek+F8wkdWMEMPDvIUqJNnG79XnJHJRtX+jIARmEXAwczlczhuHwEMEzWMsz4kSOjQPeq1St/0QpDpefuozNRLmsczU1JioosxZLhsbhIMshl9RI+MMW+wpiRGUPY+SRlcMKwdTNB74gWeQRhHo/Wc3UUSIpG9Bn8P5+/SCGoQtezVrBpPK4EH/VV/GvfpXbOvNwJGwAhMIuBgZv5g0LPBL/zxeOm6aZBVR+3xEcSQNTk3Jj5enUTdX+m7PVOlxANlJSZ1GHH+p1DmRsDyDQk/u38T6s1kegiU4EEheCLw6zWyMPDV3Ckc0RDM3iJUutTWjTC/fKnjiesIGglqTgkZiecMmpk3vc1UEMYE1rWDJ4fRcpsRMAJGIB0BBzPzkPJtEtK28Xjppzt2AdIwfqHTC0JZhW+uWTpElb6Hj1xVruEekPHBUQK7MDit0z867Fa0ctWwhEXQkcGPQ6DEeDYj2RjaT5wdVMWPuvHzD5szgTsq5QSOBHuMmv9y4uIJlJjCyuBRSlyWXRkBI7AvCDiYmd9JvllT/sk0vqGeJun0KC9Rtrm/JPpleq3Sd1tbZbmGwIJx3ib+SLnpbElv7gUmpsbeEfwvTIyRSeHs8xLvNSZ2bjvoESHrg8TD7XodF1//05IeKOm9wXME3gTETNXBfn3r5Pv3ykckL8fujIAR2CcEHMzM7yYjyGRh+OY9HEPmG32G8Y2YFzc8M2Rpnp9UUmFtVb4ryzU0zj4qGmh5BsQsmW5ChLLX6GlhBJ6sQ9OUopxCv0ivEXDdIcpW6CaRfSAwIFg4ysbz82c4iUYzM0HH3RLPIhgQIJGBzAjajzKmXpsRMAKXEwIOZuaB/2NJ/zXxz1nTNc01pRWyMwQ2pPozLdt3ZbnmryayGWQ4CBR6DX4cxqeH9ouJuk/wzHxjBL1kkihnZRk/o/RtfTLJIePR/BmzOZNRojxGQLPU0O0a2zUkgf+HEvFeuj5fZwSMwJ4i4GBmTze26LFeErpG0PVnl2t+O/pkCATIcNAQTLP1umbYVY8KcR1/7i1pSKXPi5uReEpzS60x8c6pZ2dMSpFJohRJZpCxcgIw+Hh+b+miIxP4OEm3kfSpgZ//Cb+UQZfalBQCvUQETk+RlDGtt3Rtvs4IGIE9RsDBzPzmXj96NmjkpFH3LyQ9IVlIcNeOVmW5Bu4XJrKGGQ4Cgp4mYDIajHaTlUGKoRkvbjJBjJgvNXS1niZpTj07g80ZkkJEJl8aJTLO5G8mZaseFqXNpc/v64yAETACRwYBBzPzWwEl/WuiF4JPUV6inHDPI7N7218ISt9kZ/5++7fuuiO8LJeMPNCfQ8/IUbapsl4jF1y67m1klJauzdcZASNgBBYh4GBmHjZS+RCUDS1Lc+dLo8lyzGEDk2yvVfom2/B9MfVynqSXSbqwd8FxfQWvT1vayaF/dUL8BQrX/PcNO9ZOM/QqyxjNflOU8ygv3SOmsCjx9fRtbSOj1AGrLzUCRsAIbI6Ag5l5zGjkpNei8cxA5gbBXQY3Cd+uCQLGHDZkC3qt0ndbG1MpBDVkqXiGDP6QCl6ftl5KhLAUPyZ6Nx4g6ZWSyHwstalm1xOjNEkvylh8csl98PcCSd8S/SY0RCMnAalgr8Ejg86WzQgYASOw8wg4mJnfQgIZaO9RiMboV4B3hrHbXqMHgm/YFVbpu633RpK+J1hj6Sf61oQHqeD1acv6g2Dofa2kewXHDPtIk3GG0UtE1gpM6KtaJUewyf0IiGj4pSGaPh+MyTf6ZnqNIAkmYYJI+GUyjcwXmTZ+Zp4UPDyUJv8j8yb2ZQSMgBFoCDiYWX0W6LUgC8EL+52J4oR8K2YK5rMFR7HS9xPjhQ1vCC9UykxZSt+VvD5k2X5YEvegaZe9ZPQ+oxSEFAA+XxFZmV59I47ESfHnyZKeOjgjTGE9W9L1Es4NGbUvi8BuyKOUoWyNgCWTS1ANgDHTU/AGIU9hMwJGwAikI+Bg5iCkfFtlHHguA0PvQq/RjwPDKi/V4YukpxeiranSN70bZH4gQMu2Sl4fRpwZ80ZcEkFFSoaQ3RHcLDX4WJ4XAelZ4Xupr/F19PgQJPHyB5dmZGf+MMgEe+9VqWzd+IGG8hHD/+5du683AkbACFwGAQczBw8E7Lm8QOYCi54+i3Y3tHymCPky2IUrfVM++IH4tt3G1QluhgFZ5o9Y1sRRK9e0tXHuCVh7yjVkHghGKWGhxj22jP4n+rPGZyILE6QMxgYuTKv1Gj8//By1AAa9Kv4uQwG9d22+3ggYgT1EwMHM/KZWs8bS3Mk3cIICtHDen3i+qnxTPmhCiiyXgO8jktBs6rWKiaPKcs06Mr8MZesKTNo+IRXRjPIVgQbinuhW9RrlSJibKS3RP0RvEuKVNGHbjIARMALpCDiYOQhpJWtsuxtlCf4QxGC8SCh5vChhhyt9U+K442iNU3+35DEqJo62Ua5Z8qyHvaYCk7l7k12i3+qhh13cms9R2iM707SwKD3ZjIARMAIlCDiYOQhrJWtsuxu/2AkK2nTHlYNKPmPsu9o3k0utrMQLkGCGl1avVU4cDcs1lMp2ZaqmEpOp/RrrNS3dU7Iw42ZfpqYYMbcZASNgBNIRcDAzD2ljjSUFj/ES5Jc047e9NpXNgCAtg6+l0vfPxBqbkCL9OTRK9zTSNiwrJo4oc0ASB68MBinh6cHxw+j923o3svj6CkzakodaVfzdNSX9W5DzLX0scKY8e5NR2ZSfIcbLrZq9FFlfZwSMwEoEHMzMwwNPBmOwjK/S18IkyfmhldN7rBjj/ZdoHsUXDaqIHraXbo//St+siwDmdgO9qj/pWezg2oqJI7IB8NfQ1PpNks6NceFbBS/MmOG591F4ib+310mMkcMDU4FJWx7l1Gac74uj7NnbzE2WkbUzrt6Mnx00tj6agI1dGAEjYAQOIOBgZv5Q0M9CkPHiyMYQ3PDtctg4ufRIkfXhG+wwKPilTlHFtpZK39tkjc0YHUZyoHHJkD1iAqllkdhfeFAyDWZe1K17bc5PBiZtbYyqoxzOnmKQ2xH4fbx38XH914ZkBP+XrCZj/c7MJIFrN0bACFwWAQcz8yeilWsoozRumddLuvsxPkSVrLG8/M6UNNarWjc1tGo7UMYmYMQo2aDK3TJJcOVwz0yrDmYy1wqzMKWmFsxQfkOiIqPUeU70x1xH0rskkQkjU4N6uc0IGAEjkI6Ag5l5SPll/9woK8EnwtjqMyTdomMXPizpuisyMIhELrVK321NlayxfxnTXGO9qnFvxyb4EJBSKrxC7OVXBXU/QQwvccaHM+3Rcb9en3AQMfI+Z1O6UJvek+Du9qOL4LTJaEJnCouyHntHb9ItJT0otLE2Xac/bwSMgBFYi4CDmXmIvjICD+j6CWL4lkkpCOXspcb0Dz0J+Bq/tOFEQb9mqVX6bmvKLHOMn/PX44W39PmnrqOs8XxJXx7yEQSoV5f0j8GwiyjnUTT0wFZlSFh/rzH1hlwCZHaUT8k4QshHn06vkf1i6o2fFfzSMzOlQt97H19vBIyAEfg8Ag5m5g/CL0TjaE+AMfaO7g1/xiOwTHvQrApF/lKr9N3WxDdsek7ITtE0SqmGaaH3LF304DperDRYXxC+E1zOujhB0kWVN+j0nVWuWrUMJr3okaFviGCDzBj6Ve/uXDuXQ674dknXCNkOgq87heBkgnu7MAJGwAhcFgEHM/MnAhVkeghQFD4vRBUv7DxA9w3RvdtI+tTAV/vmelqH/0rfbVmUIZ4TAQeZIPhlzpD0jR3rbpeSqaJfhswVgVKzDOHDhOVt1cU2lM95IH7+wZyR7CHmvQ9LcE7A+ImQvyATyTM1Bfpe/77eCBgBI3AZBBzMrD8QlCoIau4ZpaGMBsmHRfljeHfS8hljzpW+GXFGm2lolG6Y+uq1yhJW79pWXQ8/CyVJOGvgIILNGQFKRu+PslFOorRH8MgEFtNG7CXloF6rlgLpXZ+vNwJGYM8QcDCzfkNvFC+pU+LbK0FHr8FdQxaGb68Yo6twzPBS7LVK3/QOvVrSW+JbPYyu8JU8oWPRj4iX/2NnfDyzw/c2LiUAoCQJhwrYQMxHn0hG0Fu5fvbwPpExIbC5fghv9jRFb0MKpBIT+zYCRmBHEXAwM79xiOXxTfuK8Uv+ZZJoBs4wGiMZWYW07VWSCJRg131dgvNK35QjaKZl2oamUUpNkKG1c7RkGoueG8Z2f27m2Sn39RrrutvE2DeBR681ZWiegz4cxtez9Kp617bqetTfEQpt6+ezNERDirjUtiEFsnRtvs4IGIE9RsDBzPzmknanzk+Ta7a1F8hrJd1L0tUk/WpM2PTeq9I3gR39PXNGf9GmRnaH5udmN0wMGptPXtL0O40nyJje6TUaZ8nCcA/6lugLgd+GctNRNuQzCBQ55/AooZZ9agQ4Pesmy8ifS0Jhnf3lS0AGM3LPunytETACe4yAg5n5zeUXMv0hMMjSHAl3BsFNL907d8QX34qZarq/pE+PviH3HLlK35TFePERfA3PDk3BS208ucPkC2PqmVbZUPvwGHGmn4hSGVNZBH0ZGSUCaUpWTQaARlomvthjzg4ZoKV2YmSRCDZgRmZU+0cksR9LDUZhMoxMu9EEDMsyAe61AptXLnXs64yAETACqxBwMDOPDuOlVxpkDQg+IDJ7ZMKRwgelD77FPz2yBh+LJuNe95W+eYm+I6ZUhuvseXFvI5iBII9A47O94B7i+qtIuvQQnzvMRyCwIyBoKt8E2IxSM1XWppAO42fVZygXrsq2baDTr6IAABv3SURBVOKf4Ot7Y1SfjONjYuIN3bHXJE29bbIef9YIGIFjgoCDmfmNnup7qOiFoKzCL3tKExlZn+ETZftGp6pnfHwK7W0EM0zo3FoSTM5DjAlQl9rLJSG1gNzFlDUJjKX+uY6fT3qU6FViL+EhoteFTMpSQ7uLjGOTMXigJCbgKAMxhdTDvzOUj4A9G/4h/hd7q3lmlm6ZrzMCRmAdAg5m5hEi7c7kUnv50exKMAO3Sq/xjRt69weHI16IZ4d+0FH2jbYRLyWyM8OgoOcFuI1ghqZWmpbHRoZjqXEOYM+dC4gIOnoNUjt6cjgf4I5wJiVJzs5SIwgjOCKAYVKPAAR/cB8xov1DSx2PAhYCGXqIGunk34WsQYd7X2oEjIARmEbAwcz8yaD2T2MnDbUYL0ReKk11uedM8YKi+ZT/xWBjRY0bPZteq/RNZoYXFC/DofVoBREUDQkEGS3nhd2sja/34sL19HFglGt+I6bVlvptatxz1xN49BoBNaPS9LIgw8DE13D6aIl/ggqEH+kDo/SGVlhrhIZ9+eQlTuMayCVR3UYLC90nMOJ3DMSK3xU6TR3ufakRMAJGYBoBBzOrTwYBDKrLrQE4g9SOOw7T8W0F7cXVe1YrfTP2zUspsxz2FWsemF6iXvvBEIAkUGIv6RGhkRaelaW2LquTIdjIlBcNuqi105dEsNF7Tgh2G2MzwTnZn0YJAPEfGZqldtUoVVEaQyEb4kB6ezg3TEuZAXgpsr7OCBiBlQg4mJmHp5Kb5LdDhZtv2TRgEiDwUqcHo9cqfcNsy7f4JSPYvc/Vcz1NtLAUk1mCO4jgBtzJhmUYP0dM7BAokZnIMprQyZTA5UNQQ68LKtRMDS01yPJgsyZLRbkQJfHPRObnDyShKG4zAkbACOwUAg5m5rerkpuEb7D0n/ANmSzHmyXBdMtLq9cqfcN2i7zDuJEW5tejbK1xm0xEa8wl28HYc6+RvaNkRekKIzCAr4UMWa8RcN1U0vtjoony0Ps6p6UIhgji0LyilArPDBkrso6QCKIybjMCRsAI7BQCDmbmt6uSm2SnDslgsRWNtNvAgiCMqRrKSgRi/yAJaQb4UHqNchM9IfDjYAQc50hCImCpVUs8EMgwQv7JWCDN7fSHEeDZjIARMAI7h4CDmfktq+QmmSImYy++OuEEVfheJ1OQkVFiomas3Ew5693BtdIDDZpXNLrCREsQA/ncL0UvR49frp0S2qRHpCdbtQ2Jh97n3vT6LCHVTe/rzxsBI3AMEHAwM7/JFdwk7W68WJvRu8Dkx/VCsLD32FX4Xtcj06aEetbOyDDZDEpCNOiSBaIBlp4O/o4X/FKrVHFmbTS70m+C0ZtzVqcswDYmpZZieZjrKsVOD3N/f8YIGIFjhoCDmfkN33ZJBW2mM4vOX6XvrCWjUwXHSRvL5oVI/wakbjAPM1W2qW1DxRkiO3pN0GIis8S00EODMG7T9bbPb2NSamptjH+30tPStXNdpdhpz7p8rREwAnuKgIOZ+Y2loZOpl+tLelKwl0IA1qjle47EeGLkmsFfs+SFPV5Hpe+eZ1537XBkuH2WxmiyVkv5T7ap4szP0rhMtu6ZL+9/56w0Hh/OO83ANHj3WqXYae/afL0RMAJ7iICDmflNZSwW2ni0cEj7Py7I7XoYUtvdGlke/58X4MXRNJrRgFnpu/JH4FxJ9LaQlQATAju0lF4t6S6dzLRQ+KPiXGG3jECUZmLWjT4RJTEYcHuNQBpm6KHY6ROSxr9pUmbcm/6hd0Xj8tOiZNa77kqx0961+XojYAT2EAEHM/Ob2sjJhoyrveyre3iE0h6Jvhv4dpgGwmj8pfTEqDnB3pQcwbqbfzgaf+calNc1Nq/zz78TfKEaTvaIqSBkDphuasR0h/Ex9xnKNQg0NrJGpBPoyYEnptcIOGCc/p3griEoowkbccheqxQ77V2brzcCRmAPEXAwM7+p6O7wYmoBDAra/B29EUvtn1dcyF7Q7LrUKn2vkitg3UwJZdg1gjF2eC7byPMS/wQX8PjMNSiva2w+zD1fEmR2w89OTTgdxtf4MzShk5UaWu+kVPNFgMSEEf7g26Hpeup+S9YNgWAjD2xipwSkjMTbjIARMALpCDiYmYf0iaGLg27Sb0XWAHK0p3fsQqPu55srwQeTMLxwaVS9mqSnHlHfLaCAxI3x8Qtj3by00PpBkbrXGIWH0O0TI0c9jLRzitbtFhnK1ox6UwqDWZefJ0o37CfloF6jZwhM/jUcgTf3ypBKoIz6dkkEkOwfe3ynTmVr+Gv4w88LTMvNCCaZTKNZ2mYEjIARSEfAwcxqSBkVJjvzuSgnUHrKsKlvwDAOM0HVa5W+mdqhpNKCG3R8EEF8SO+iQ8TzlOQm2jlF67bcDGVrRDfRIqIMRrBHcEpZq/1s9ZSyCGR+ZaBpRA8NWK8L0g6zHQQYNP8SPCKTQO8MRJE9+kmIkNJbxrkYioe2rM9ph1mYP2MEjIAR2BQBBzPTiPFSaqlyfhE3u7GkKVK6TXHnG/GPxsgxTaNM7DCGnMFIW+l7KuDqFT5s2CF4mBEUze3FiaFzBN5oNSERkGFXjBLN0BfZGTIRWG8pi+ZlJoxYN+zFyCVkWCX3zsMsi5CxRfZhBIzAYRFwMHMQqTtKekX0WVwUWj5MplAaovREkNNr9Co8O4IX9oBpEhovG/Faj/9K37yg6QeheZQg7w5RUiEY6zW4cCjD/c1Ilfvneh0HiR1EdgQxGH1PPyvpRQm+KwniKialtsG9UzmFlbBldmEEjMC+IeBg5uCOvi1IzxAKvJ+kh0fJgG/ElFQ+lHgIGv4V/CQVvq8t6bExcYR/GjoRyMzABNHDqYmljGCG7BFBauMIunI0u2b0nlQSxFVMSm2De6dyCivxx8+ujIAR2BcEHMwc3En6QU4a/PXH4ps92Zpe48VPMNCMSRV6XLA3hdjf0ntU+h6vqU0HQbRGU/Sw2XPT9dPgCzfLHIU/mZpea6rZQz+9eDdflQRxlZNSlK/IhJ0cJazM0lvlFFbvWfD1RsAI7CECDmbWBzO8aHsmaoZ3oN+Gvptmw8BpHERtetwqfbe1wIhMeYzSCtkkSk3nhxr1puttn3+DpLtFg/WUj4zsCYHov4z0k8gyPWDpogfXVRLEVU5KUXarKr1VTmElbJldGAEjsG8IOJhxMLPJmebbO6RtL45sDMENzdIv3MTJIT6LT0pBGWrc3I4sBA2vsAoThBGAoJqd4b+SIK5yUqqy9FY5hXWI4+OPGAEjcNwQcDBzcMeZPmlih/wrWYjh/29aNkvOSmX2pNJ3e9ZWrmE0uHG0IMEA6VqvIc5I2eoFEWwwKgynD5mgDCO7NpQcqCBwawRx9FtB1tdrU5NS9LwQ5GA9k1KVpbcWQFZMYfVi6uuNgBHYQwQczBzc1EZsN7fd9NAstcqAo9J3e14mmZ4bZSXGhAkIKIVkjJQTADDSfB9J8Ps8IhiXM8pMBEQQwlEyhAcGqYHflPRTSzdycF2lICm3qRKDrCy9Md3G1B9SDGhAgTeTgBm8PglbZhdGwAjsGwIOZra7o3xbH5KJDbM+/Pcc7f5hVlnpu90fIcjrhnwBQQzZE8o1TK/0WuOwoYR1Xrz4srSwyB6h+9SmxghAmBRCRLTXKgVJK8UgK0tviJ0+MBTnHy/pxyMIhjbAZgSMgBFIR8DBTDqkKx1WZn0qfQ8fqop8jm/tSCNQvkJCAhZZAiW4bHqNiauh2jnnHoHFe/U6llQpSFopBgkGMBdTsqI8htQAe4BSfK+1EhYTdmTcXiUpi+G6d22+3ggYgT1EwMHMHm5q4SNVTsBQloAOH+JASAq/O8pYPUKTDQpKSmS+yMaQ/UKi4iOhTcRneOkutQpB0raWSjFIGJfJoND/9NYgK6Q3DOXsXmOa6RckPStG7vk9w7h2Riasd22+3ggYgT1EwMHMwU2d4ztpn8zgPdnVo1Q5AUP5amyczwxCvrMnJAeG9+rpnakQJG1rqxCDbL5bRgkiyKtLgpwwq6xH7xM9T2RkEJ1EdJMAFZFMmxEwAkYgHQEHMwch5dv7KstoSE3fyC05rJyAGWpekT2hP4esDJT+GcZZJ/tD38zHMxwOfFQJklaIQbZlI01B0EE/EcHcBYOSWQY84M3k1ScznNmHETACRmAVAg5mLp/zQR8BnCcVVum7cgJmjAX6PkhJ/EQCSKiR0zdD4y+GNMWp0c/R6x5VbEj/eHEPf55QGO+1ykkpsj6w/8K1Q1CDcjb8MJT3eo3g7tdjPB2SyF8MTa/Gdt3r39cbASNgBC6DgIOZ+QNRKZbHqDD9CWSBml4QK1mXFTrM8a30XTkBM/Vs48bdwzz/1GfA9YzI9PDvt4qRYV66vUZj64WS/nXk6FG9jiVVTkpBTHjTUA/nDILJ+yRdmrDut8SI/UtjzJ6fJfqWMpq5E5ZnF0bACOwbAg5m5ne0UiyPptEpUcXvSDhglb6nlgexW8YEzPjlf80Qh4SjpNfgx4G5eGjsLwrSvcYLmyxPhVVOSlVmfZiK4iwPe3A8zVRxQuzTCBiBzyPgYGb+IFgs7/+x+SpJz5EEoytZDqaaKE/cNqQNMvpaYPttRl/LxZJeLumfE35W6fVhsoZJKYzAhmfICB5/OcRDP5uwzrGLykmpyqwPIp704VBeYtQe9XkCvgy8C2C2SyNgBHYdAQcz8ztYKZZ3vaDqJ/vAixWNI8ZwM17cFb7JbPCHl9SDJV1JEkzI9Fk8OpheM34Wqjhs4FChh+UbogGYkWTkE5iw6TWC3ltLghF5KGGQ8eKunJSqzPqwj8hS0ItD1o57MTU1bPLuxd3XGwEjYAS+gICDmfnDUCmWR2CAOOOPSmI6CnZagoKMF2CF73dHfwVoIQdA1uQl0Zx7SdLPUyWHzemSXhSZyMYCnLRs0Vw8VTLM6H9ijVWTUpVZn4YtfTkoq9uMgBEwAqUIOJiZh5cxXkoHQ7E8uFDelbAjrX9g2FPQ+gx63Vf4ZkT6pMHC0DhCMyjTKjlswATNp6FgaObarzExzZRB9scaq3xXZn3INDKFNp7wWsdSnbkn9mUEjMAxQsDBzMHN/hJJ/IHs63sG/wznB9wclCx6jZISStOwr/LN+yaSaCSlDNJrFb63EcxUcti8IUbhEcYcTo9lZMLomSGL94nRxmUEe5W+WW5V1oefE8qR4wmvqmCy92fG1xsBI7DjCDiYObiBUOo/LrSBhqKQpMvpjzgtYc8pK6E7RPaHPgJGV9EO4qXbaxW+KSUNOUIIAoYKyMOgb+n6KzlsKktBBKSnDEQslz7/1HWVviv5cZBKeEgmEPZlBIyAEViFgIOZeXQeJun5hcfnalGq+VxoEDEdlGXZvr9/zcKYOuq1Sg6bH4tppuEambRBzbnXKl/clb4r+XF+Nkp6SH8Mm6Kz+oh698zXGwEjsGcIOJg5uKFoyjwvxm2ntrtHlLD5owTxwyF+ONyDdUHDYY5fpe/D3P8ofQYeGf5QBkIluxklQ5hur52w2F+VRC/I+MWN1lGvVfqu5MfZNtdRL86+3ggYgR1HwMHMwQ38SUlPC+G9qe3tESVs/ujd4Fv3B0c3GL5wlx6tSt9L17TqunXCneuEP1f5pgGVPiQ4Zp47+CAlQ2Qf3p7wQD8zM82UEcxU+q7kx0mA1S6MgBEwAodHwMHMaqzIctwi+iGY4CFQyLAm8pfha+yj0nfFesfCnSgtQ7LWLKM0QQmLLAw6QedLumroM/U8D2eDMzEXbK0L0g5776pppkp+HLA5c2KaKSPzeFjc/DkjYASOEQIOZuY3G42jO8ULC24VaPXRl8nIzDxJEsRtMNJm83BU+t7GjwbEgTdIvtEjY7qGfSQ4/ZXQIeopGdKsjcDkXLCVoa5eOc1U2RTN2YbXZzzNlJF5TD4admcEjMA+IOBgZn4XXx9kdo1kDS0bXlxf37HxNPtisKIy/o3vIYkbf7fUKn2va05mMibLKoIZsiQEo0xgMY5Mzwwj7LfPWnSRn12dZkIx+0FFmNitETACRuAAAg5m5g/FWLEZrPhmea9jeI54+c8ZfSnjb+A9EFUEM1PChwSmPdmTdT0xGRm8XZ1menKU8y4oGlnvOV++1ggYgT1EwMHM/KZSUvqyyMbwMv82SR8ZNI32lCj41jqm1f9vScgG/HXnOav0zdLohzgh1ki2ihFnWJKXGuSEQ6N0M+TbyeCwQXrhHSF2SJBBTw5nH6bapfYZSRcF8eFULxVaUL22q9NMBLcEuYxlZ2Uee7H09UbACOwxAg5m5jf37DX9LD3fvOFlodwB6y09M/Qv0LiLOjV/x0TVUqv0fU6IB14nZB1uFZNfTAsttXVNoRkcNleJUXswpxxHVgYV8EuXLloSPhnvhuyQoJfglz8EvFm2q9NM/F7J1sDKwtR+jIAR2EMEHMxstqmPipfgZlcd/PRr4yXY6N15GULQ90BJfxHU+0vvUembtX1TlNvgbrll9EY8Zuli9+Q6lMpREGf/LpR0niT6Ro6yVUwzEXgSnNLrM2X3OMqAeG1GwAjsLgIOZub37mRJ1P6HJRX++4YJ2820Bw2pQ3tzNKTSZ8C9l1qlb5pmv1XSG0Nbqkk83GXpYouvWzfW3dMzM176bSOgub+kt4TEwdLH+7AkRE3nGq8zGq4rppkoxUKYN6d5NZTAWIqNrzMCRsAIHEDAwcz8oSAL8XRJZB2eIukBkl450iRaeqTOlfSVUe4gHX+7UOh+tSQCA0oXS63S969FzxDcJ7eWhAAl4+u8yI+iQdlP6Q5uGfZuLAbZq2x9zejDoU+J8hW9OWQnxvfZFBtGyOk3mWu8pr9qqVXy46xqFGe9Pete+ry+zggYgWOAgIOZ+U2GA4YXNWUbJpjAivQ5Qo69xi99/NBzgtH4y30gc7t4hlH2sPes9k12ipc1ZRV6Z6DFHzMZH3at2/gcwQyNvmRM3h8loNdJ+vfOm79G0kkhwPmy2MOhyx6F6HVq3j0Zjkp+HAJzzsYcdxKyDzYjYASMQDoCDmbmIaXsg34SonnIG7wzUug99PqV34orfTeUeBnR9AqZGwZBH+PDH+84meuYcnvwHi8LXhkCm7tLImvTkwFbl9Uh0FlqBAWMqI/1npq/dU3TS+/bex0ZTM4HwTlBLlxNcCrZjIARMAKlCDiYmYeXyRde3u+TBMX+tSQx4URws9QqvxVX+m7P+/vR/NuCmdMlfZ+k71wKyAzb74mB9ack3bnD9/BS9o8GXTJKGCWhnimspGVNuqH3hECLnh4CAhqK1wV9h13PNvhxviWCRjKbNBoT2NC/5Amnw+6SP2cEjMBGCDiYmYbryqMyBMy8lG/WMeFuBP4Ofrg1KQ+X3ks+N/TFuDMj73DLPEHSmINmU8iuEOU8elro8aFvhiDm7zZ1dDl9nnN4nwhs6LGiH4fAgHLZUtsGP05bGz83Z0h6qqRLCmQqlmLg64yAEdgzBBzMHNxQtHv4Nkl546Pxz3zDhATtjpI+1HEG1n277impVPpuj/znMeHFxMoXRbmGcXWyWL32vVHOe0VkZXp7WlgP5G28RGkAZs3jXo5d0Qq6Ygg3khWkMZgG7KW2DX4c1ssYNkEkk3lkNgki37p00b7OCBgBI7AKAQczB9EhkGFqh5fq0Ej78wt6qOi86emqVIiu9N2e82uiRwZ9KgIDxsDpK6JHYqndTNLzYprrrCjrLfU1vm4dC+9Ds25U5Oc2ERDQhwLWBASZfSjZ/Dj0bZ0m6b6SCHxZLz9PnmIqOiB2awSMwP8h4GDm4El4r6SbTBwQsOLfbpx4eCp0iNryqnyDA/0n9D/0NP62ddIgSnM102OMJI+NzM9xM56ZRmXKmpSVKI/RP1Rhmfw4nAl6zGiunmJXPo57WbFn9mkEjMAIAQczB49EIywb/wsvWspOvMizrCrgYH0VviFaQ4ATTSaM/otTJf1VByDrJnMy5Aw6lne5XEpQ8IEY05/6GSUD0mNV/Djey55d8bVGwAgsRsDBzEHomAp6UdT5h//68JisgcY/yyoCjra2Ct80+9LQ2caS4clBrymjZyYL033ws46P5WMdD1nJj9OxLF9qBIyAEViOgIOZg9hRRoK2n1o/LMBMMdH4i/wAf3oagCsVoit9N5QYzR6PSiNtcNflR/DzI7urLFNyoGOZe3NpJT/O3oDkBzECRmC3EHAwM71fCD+eKenm0ej695JeGGWVnh2uTMNX+m7PjKI33Cz0t2AENjTtrmOsXYVZteRAz375WiNgBIyAEdgBBBzM7MAmHaElMnnEhNA3RAMwEzZMBL2nc41VkgOdy/LlRsAIGAEjsAsIOJjZhV06emvk3FSxuWZKDhw95LwiI2AEjIARSEfAwUw6pMfOIT0YPTpEQ8B2SXLg2G20H9gIGAEjcFQRcDBzVHdmd9bVG8zsuuTA7uyUV2oEjIAR2FMEHMzs6cZu8bF6g5l9kRzYIuS+lREwAkbACAwRcDDj83AYBNCrmrPXSbrRYZzMfGbXJQc6Ht2XGgEjYASMQAYCDmYyUNx/H+Ym2f899hMaASNgBHYWAQczO7t1XrgRMAJGwAgYASMAAg5mfA6MgBEwAkbACBiBnUbAwcxOb58XbwSMgBEwAkbACDiY8RkwAkbACBgBI2AEdhoBBzM7vX1evBEwAkbACBgBI+BgxmfACBgBI2AEjIAR2GkEHMzs9Pbt7eL/VtKHJd1jxROeIOkBks5Zg8J/S3qmpMdLGv733oLnBzMCRsAIHDcEHMwctx3fjec9TDBzRgQoN17zSChyXyLpUw5mdmPzvUojYASMwKYIOJjZFDF/vgIBsiwvk3QHSW+UdKKkD0Zm5s6Sni3p+pIukPSg+NxLYiH/IelLJD1S0mMlXV3Sn0k6VdJFowDGmZmK3bNPI2AEjMDljICDmct5A3z7zyPwDEmPkXR7SVeS9IeS3iDpByR9QNKzJD1d0islIUx5T0m/EZ+/uaQvis/8saTfj2soPz3JwYxPmBEwAkZg/xFwMLP/e7wLT/hHksjO3DIW+w+DgORNki6NoOSLJX1G0nUkvVjSN0uizEQwQ0B0iqTPSbqZpJdGFsc9M7twArxGI2AEjEAHAg5mOsDzpWkIjIMZtKD+KQIUsi33lvTa0d2GwQxBDIKXd4+MDkrcr5d0mjMzaXtkR0bACBiBI4uAg5kjuzXHamFMGz1K0rdL+tIIRAhG6Huhd+b3JJ0l6eclEag8TtILJd1PEoreXHeupLtJuqqk8ySdL+m+DmaO1TnywxoBI3BMEXAwc0w3/og99rUkvUrS10n6XUlMIH1a0ndKumv0w9xA0tsknS7pPdE3Q9Dyn5JOkvQ7kk4OP3yOstOPSHqBR7OP2G57OUbACBiBZAQczCQDandGwAgYASNgBIzAdhFwMLNdvH03I2AEjIARMAJGIBkBBzPJgNqdETACRsAIGAEjsF0EHMxsF2/fzQgYASNgBIyAEUhGwMFMMqB2ZwSMgBEwAkbACGwXAQcz28XbdzMCRsAIGAEjYASSEXAwkwyo3RkBI2AEjIARMALbRcDBzHbx9t2MgBEwAkbACBiBZAT+FzjL1iUD7HHOAAAAAElFTkSuQmCC"
     },
     "metadata": {
      "jupyter-vega": "#69b93f23-fca5-407a-adfb-b40f4650af8a"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Chart(budget_top_10).mark_bar().encode(\n",
    "    x=X('detail'),\n",
    "    y=Y('amount'),\n",
    "    color=\"category\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show what happens if we run on all data, not just the top 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"e6eab0c1-979e-4996-ad0d-756c2ee3e067\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#e6eab0c1-979e-4996-ad0d-756c2ee3e067"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"detail\", \"type\": \"nominal\"}, \"y\": {\"field\": \"amount\", \"type\": \"quantitative\"}, \"color\": {\"field\": \"category\", \"type\": \"nominal\"}}, \"data\": {\"values\": [{\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 10000000, \"detail\": \"Crookston; Wellness Center\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 8667000, \"detail\": \"Research Laboratories\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 1500000, \"detail\": \"Duluth; Chemical Sciences and Advanced Materials Building\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 13790000, \"detail\": \"Bemidji State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5266000, \"detail\": \"Lake Superior College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3600000, \"detail\": \"Minneapolis Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1500000, \"detail\": \"St. Paul College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1700000, \"detail\": \"Minnesota State College - Southeast Technical\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 4234000, \"detail\": \"Central Lakes College - Staples\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 6544000, \"detail\": \"Minnesota State Community and Technical College - Moorhead\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1000000, \"detail\": \"Rochester Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 2020000, \"detail\": \"Century College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5864000, \"detail\": \"Northland Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3344000, \"detail\": \"Northeast Higher Education District\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5902000, \"detail\": \"Winona State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 865000, \"detail\": \"St. Cloud State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5491000, \"detail\": \"Independent School District No. 38, Red Lake\", \"category\": \"EDUCATION\"}, {\"amount\": 2000000, \"detail\": \"Library Construction Grants\", \"category\": \"EDUCATION\"}, {\"amount\": 700000, \"detail\": \"Asset Preservation\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 10654000, \"detail\": \"New Residence Hall\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 2000000, \"detail\": \"PERPICH CENTER FOR ARTS EDUCATION\", \"category\": \"PERPICH CENTER FOR ARTS EDUCATION\"}, {\"amount\": 10000000, \"detail\": \"Natural Resources Asset Preservation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 4500000, \"detail\": \"Flood Hazard Mitigation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Buildings and Facilities Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 6500000, \"detail\": \"Dam 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"
     },
     "metadata": {
      "jupyter-vega": "#e6eab0c1-979e-4996-ad0d-756c2ee3e067"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Chart(budget).mark_bar().encode(\n",
    "    x='detail',\n",
    "    y='amount',\n",
    "    color='category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filter data to only amounts >= $10M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"5b30e060-6141-44ad-ac7d-cdeb1518acf5\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#5b30e060-6141-44ad-ac7d-cdeb1518acf5"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"detail\", \"type\": \"nominal\"}, \"y\": {\"field\": \"amount\", \"type\": \"quantitative\"}, \"color\": {\"field\": \"category\", \"type\": \"nominal\"}}, \"data\": {\"values\": [{\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 10000000, \"detail\": \"Crookston; Wellness Center\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 8667000, \"detail\": \"Research Laboratories\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 1500000, \"detail\": \"Duluth; Chemical Sciences and Advanced Materials Building\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 13790000, \"detail\": \"Bemidji State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5266000, \"detail\": \"Lake Superior College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3600000, \"detail\": \"Minneapolis Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1500000, \"detail\": \"St. Paul College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1700000, \"detail\": \"Minnesota State College - Southeast Technical\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 4234000, \"detail\": \"Central Lakes College - Staples\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 6544000, \"detail\": \"Minnesota State Community and Technical College - Moorhead\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1000000, \"detail\": \"Rochester Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 2020000, \"detail\": \"Century College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5864000, \"detail\": \"Northland Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3344000, \"detail\": \"Northeast Higher Education District\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5902000, \"detail\": \"Winona State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 865000, \"detail\": \"St. Cloud State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5491000, \"detail\": \"Independent School District No. 38, Red Lake\", \"category\": \"EDUCATION\"}, {\"amount\": 2000000, \"detail\": \"Library Construction Grants\", \"category\": \"EDUCATION\"}, {\"amount\": 700000, \"detail\": \"Asset Preservation\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 10654000, \"detail\": \"New Residence Hall\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 2000000, \"detail\": \"PERPICH CENTER FOR ARTS EDUCATION\", \"category\": \"PERPICH CENTER FOR ARTS EDUCATION\"}, {\"amount\": 10000000, \"detail\": \"Natural Resources Asset Preservation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 4500000, \"detail\": \"Flood Hazard Mitigation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Buildings and Facilities Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 6500000, \"detail\": \"Dam Renovation, Repair, Removal\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 14000000, \"detail\": \"Lake Vermilion State Park Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"RIM Critical Habitat\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Fish Hatchery Improvements\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2963000, \"detail\": \"Forest Land for the Future\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 17667000, \"detail\": \"State Trails Acquisition and Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 500000, \"detail\": \"Central Minnesota Regional Parks\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 500000, \"detail\": \"Fort Snelling Upper Post, Paths\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 250000, \"detail\": \"Red River Recreation Area\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 500000, \"detail\": \"Lake Zumbro Restoration\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 100000, \"detail\": \"Grant County Trail Grant\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2625000, \"detail\": \"POLLUTION CONTROL AGENCY\", \"category\": \"POLLUTION CONTROL AGENCY\"}, {\"amount\": 203000, \"detail\": \"AGRICULTURE\", \"category\": \"AGRICULTURE\"}, {\"amount\": 6000000, \"detail\": \"Reinvest in Minnesota (RIM) Reserve Program\", \"category\": \"BOARD OF WATER AND SOIL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Local Government Roads Wetland Replacement Program\", \"category\": \"BOARD OF WATER AND SOIL RESOURCES\"}, {\"amount\": 7000000, \"detail\": \"Asset Preservation and Exhibit Renewal\", \"category\": \"MINNESOTA ZOOLOGICAL GARDEN\"}, {\"amount\": 5000000, \"detail\": \"Heart of the Zoo\", \"category\": \"MINNESOTA ZOOLOGICAL GARDEN\"}, {\"amount\": 126300000, \"detail\": \"Capitol Renovation and Restoration Continued\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 450000, \"detail\": \"Minnesota Hmong-Lao Veterans Memorial\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 250000, \"detail\": \"Minnesota Workers Memorial\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 4298000, \"detail\": \"Southwest Regional Amateur Sports Center\", \"category\": \"MINNESOTA AMATEUR SPORTS COMMISSION\"}, {\"amount\": 3200000, \"detail\": \"National Sports Center Expansion\", \"category\": \"MINNESOTA AMATEUR SPORTS COMMISSION\"}, {\"amount\": 475000, \"detail\": \"Asset Preservation\", \"category\": \"MINNESOTA AMATEUR SPORTS COMMISSION\"}, {\"amount\": 2000000, \"detail\": \"Asset Preservation\", \"category\": \"MILITARY AFFAIRS\"}, {\"amount\": 1244000, \"detail\": \"Brooklyn Park Armory\", \"category\": \"MILITARY AFFAIRS\"}, {\"amount\": 1460000, \"detail\": \"Cottage Grove - HERO Center\", \"category\": \"PUBLIC SAFETY\"}, {\"amount\": 1650000, \"detail\": \"Maplewood - East Metro Public Safety Training Center\", \"category\": \"PUBLIC SAFETY\"}, {\"amount\": 220000, \"detail\": \"Montgomery - Public Safety Facility\", \"category\": \"PUBLIC SAFETY\"}, {\"amount\": 700000, \"detail\": \"St. Louis County - Sheriff's Rescue Squad facility\", \"category\": \"PUBLIC SAFETY\"}, {\"amount\": 12257000, \"detail\": \"Local Bridge Replacement and Rehabilitation\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 24356000, \"detail\": \"Local Road Improvement Fund Grants\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 1500000, \"detail\": \"Greater Minnesota Transit\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 2000000, \"detail\": \"Railroad Warning Devices\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 4370000, \"detail\": \"Willmar District Headquarters\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 3580000, \"detail\": \"Little Falls Truck Station\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 5000000, \"detail\": \"Range Regional Airport\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 2200000, \"detail\": \"International Falls - Airport\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 2000000, \"detail\": \"Port Development Assistance\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 15000000, \"detail\": \"Transit Capital Improvement Program\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 4000000, \"detail\": \"Metropolitan Regional Parks and Trails Capital Improvements\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 2000000, \"detail\": \"Metropolitan Cities Inflow and Infiltration Grants\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 5000000, \"detail\": \"Fridley - Springbrook Nature Center\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 2000000, \"detail\": \"Inver Grove Heights - Heritage Village Park\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 318000, \"detail\": \"Maplewood - Fish Creek Trail\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 8500000, \"detail\": \"Minneapolis - Sculpture Garden Drainage Control\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 150000, \"detail\": \"Oakdale - Nature Preserve\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 5400000, \"detail\": \"St. Paul - Como Regional Park Access\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 1600000, \"detail\": \"Washington County - Hastings Bridge Trail Connection\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 2000000, \"detail\": \"West St. Paul - North Urban Regional Trail Bridge\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 56317000, \"detail\": \"Minnesota Security Hospital - St. Peter\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 7405000, \"detail\": \"Minnesota Sex Offender Program - St. Peter\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 6000000, \"detail\": \"Early Childhood Learning and Child Protection Facilities\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 3000000, \"detail\": \"Asset Preservation\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 720000, \"detail\": \"Maplewood - 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"
     },
     "metadata": {
      "jupyter-vega": "#5b30e060-6141-44ad-ac7d-cdeb1518acf5"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Chart(budget).mark_bar().encode(\n",
    "    x='detail:N',\n",
    "    y='amount:Q',\n",
    "    color='category').transform_data(\n",
    "      filter='datum.amount >= 10000000',\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Swap X and Y in order to see it as a horizontal bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"73d30919-b98f-4124-a138-c9101c558791\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#73d30919-b98f-4124-a138-c9101c558791"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"amount\", \"type\": \"quantitative\"}, \"y\": {\"field\": \"detail\", \"type\": \"nominal\"}, \"color\": {\"field\": \"category\", \"type\": \"nominal\"}}, \"data\": {\"values\": [{\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 10000000, \"detail\": \"Crookston; Wellness Center\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 8667000, \"detail\": \"Research Laboratories\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 1500000, \"detail\": \"Duluth; Chemical Sciences and Advanced Materials Building\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 13790000, \"detail\": \"Bemidji State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5266000, \"detail\": \"Lake Superior College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3600000, \"detail\": \"Minneapolis Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1500000, \"detail\": \"St. Paul College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1700000, \"detail\": \"Minnesota State College - Southeast Technical\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 4234000, \"detail\": \"Central Lakes College - Staples\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 6544000, \"detail\": \"Minnesota State Community and Technical College - Moorhead\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1000000, \"detail\": \"Rochester Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 2020000, \"detail\": \"Century College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5864000, \"detail\": \"Northland Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3344000, \"detail\": \"Northeast Higher Education District\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5902000, \"detail\": \"Winona State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 865000, \"detail\": \"St. Cloud 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"
     },
     "metadata": {
      "jupyter-vega": "#73d30919-b98f-4124-a138-c9101c558791"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Chart(budget).mark_bar().encode(\n",
    "    y='detail:N',\n",
    "    x='amount:Q',\n",
    "    color='category').transform_data(\n",
    "      filter='datum.amount >= 10000000',\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Equivalent approach using X and Y classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"fe4924ec-89e7-4e9d-836e-60e6e5a29cb9\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#fe4924ec-89e7-4e9d-836e-60e6e5a29cb9"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"detail\", \"type\": \"ordinal\", \"axis\": {\"title\": \"Project\"}}, \"y\": {\"field\": \"amount\", \"type\": \"quantitative\", \"axis\": {\"title\": \"2014 Budget\"}}, \"color\": {\"field\": \"category\", \"type\": \"nominal\"}}, \"data\": {\"values\": [{\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 10000000, \"detail\": \"Crookston; Wellness Center\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 8667000, \"detail\": \"Research Laboratories\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 1500000, \"detail\": \"Duluth; Chemical Sciences and Advanced Materials Building\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 13790000, \"detail\": \"Bemidji State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5266000, \"detail\": \"Lake Superior College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3600000, \"detail\": \"Minneapolis Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1500000, \"detail\": \"St. Paul College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1700000, \"detail\": \"Minnesota State College - Southeast Technical\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 4234000, \"detail\": \"Central Lakes College - Staples\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 6544000, \"detail\": \"Minnesota State Community and Technical College - Moorhead\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1000000, \"detail\": \"Rochester Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 2020000, \"detail\": \"Century College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5864000, \"detail\": \"Northland Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3344000, \"detail\": \"Northeast Higher Education District\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5902000, \"detail\": \"Winona State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 865000, \"detail\": \"St. Cloud State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5491000, \"detail\": \"Independent School District No. 38, Red Lake\", \"category\": \"EDUCATION\"}, {\"amount\": 2000000, \"detail\": \"Library Construction Grants\", \"category\": \"EDUCATION\"}, {\"amount\": 700000, \"detail\": \"Asset Preservation\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 10654000, \"detail\": \"New Residence Hall\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 2000000, \"detail\": \"PERPICH CENTER FOR ARTS EDUCATION\", \"category\": \"PERPICH CENTER FOR ARTS EDUCATION\"}, {\"amount\": 10000000, \"detail\": \"Natural Resources Asset Preservation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 4500000, \"detail\": \"Flood Hazard Mitigation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Buildings and Facilities Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 6500000, \"detail\": \"Dam Renovation, Repair, Removal\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 14000000, \"detail\": \"Lake Vermilion State Park Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"RIM Critical Habitat\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Fish Hatchery Improvements\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2963000, \"detail\": \"Forest Land for the Future\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 17667000, \"detail\": \"State Trails Acquisition and Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 500000, \"detail\": \"Central Minnesota Regional Parks\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 500000, \"detail\": \"Fort Snelling Upper Post, Paths\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 250000, \"detail\": \"Red River Recreation Area\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 500000, \"detail\": \"Lake Zumbro Restoration\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 100000, \"detail\": \"Grant County Trail Grant\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2625000, \"detail\": \"POLLUTION CONTROL AGENCY\", \"category\": \"POLLUTION CONTROL AGENCY\"}, {\"amount\": 203000, \"detail\": \"AGRICULTURE\", \"category\": \"AGRICULTURE\"}, {\"amount\": 6000000, \"detail\": \"Reinvest in Minnesota (RIM) Reserve Program\", \"category\": \"BOARD OF WATER AND SOIL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Local Government Roads Wetland Replacement Program\", \"category\": \"BOARD OF WATER AND SOIL RESOURCES\"}, {\"amount\": 7000000, \"detail\": \"Asset Preservation and Exhibit Renewal\", \"category\": \"MINNESOTA ZOOLOGICAL GARDEN\"}, {\"amount\": 5000000, \"detail\": \"Heart of the Zoo\", \"category\": \"MINNESOTA ZOOLOGICAL GARDEN\"}, {\"amount\": 126300000, \"detail\": \"Capitol Renovation and Restoration Continued\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 450000, \"detail\": \"Minnesota Hmong-Lao Veterans Memorial\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 250000, \"detail\": \"Minnesota Workers Memorial\", \"category\": \"ADMINISTRATION\"}, {\"amount\": 4298000, \"detail\": \"Southwest Regional Amateur Sports Center\", \"category\": \"MINNESOTA AMATEUR SPORTS COMMISSION\"}, {\"amount\": 3200000, \"detail\": \"National Sports Center Expansion\", \"category\": \"MINNESOTA AMATEUR SPORTS COMMISSION\"}, {\"amount\": 475000, \"detail\": \"Asset Preservation\", \"category\": \"MINNESOTA AMATEUR SPORTS COMMISSION\"}, {\"amount\": 2000000, \"detail\": \"Asset Preservation\", \"category\": \"MILITARY AFFAIRS\"}, {\"amount\": 1244000, \"detail\": \"Brooklyn Park Armory\", \"category\": \"MILITARY AFFAIRS\"}, {\"amount\": 1460000, \"detail\": \"Cottage Grove - HERO Center\", \"category\": \"PUBLIC SAFETY\"}, {\"amount\": 1650000, \"detail\": \"Maplewood - East Metro Public Safety Training Center\", \"category\": \"PUBLIC SAFETY\"}, {\"amount\": 220000, \"detail\": \"Montgomery - Public Safety Facility\", \"category\": \"PUBLIC SAFETY\"}, {\"amount\": 700000, \"detail\": \"St. Louis County - Sheriff's Rescue Squad facility\", \"category\": \"PUBLIC SAFETY\"}, {\"amount\": 12257000, \"detail\": \"Local Bridge Replacement and Rehabilitation\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 24356000, \"detail\": \"Local Road Improvement Fund Grants\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 1500000, \"detail\": \"Greater Minnesota Transit\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 2000000, \"detail\": \"Railroad Warning Devices\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 4370000, \"detail\": \"Willmar District Headquarters\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 3580000, \"detail\": \"Little Falls Truck Station\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 5000000, \"detail\": \"Range Regional Airport\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 2200000, \"detail\": \"International Falls - Airport\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 2000000, \"detail\": \"Port Development Assistance\", \"category\": \"TRANSPORTATION\"}, {\"amount\": 15000000, \"detail\": \"Transit Capital Improvement Program\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 4000000, \"detail\": \"Metropolitan Regional Parks and Trails Capital Improvements\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 2000000, \"detail\": \"Metropolitan Cities Inflow and Infiltration Grants\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 5000000, \"detail\": \"Fridley - Springbrook Nature Center\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 2000000, \"detail\": \"Inver Grove Heights - Heritage Village Park\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 318000, \"detail\": \"Maplewood - Fish Creek Trail\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 8500000, \"detail\": 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"
     },
     "metadata": {
      "jupyter-vega": "#fe4924ec-89e7-4e9d-836e-60e6e5a29cb9"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Chart(budget).mark_bar().encode(\n",
    "    x=X('detail:O',\n",
    "        axis=Axis(title='Project')),\n",
    "    y=Y('amount:Q',\n",
    "        axis=Axis(title='2014 Budget')),\n",
    "    color='category').transform_data(\n",
    "      filter='datum.amount >= 10000000',\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Order the projects based on their total spend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"de726e10-2bb6-4a6f-b103-dfbfe3098fc6\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#de726e10-2bb6-4a6f-b103-dfbfe3098fc6"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
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"
     },
     "metadata": {
      "jupyter-vega": "#de726e10-2bb6-4a6f-b103-dfbfe3098fc6"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Chart(budget).mark_bar().encode(\n",
    "    x=X('detail:O', sort=SortField(field='amount', order='descending', op='sum'),\n",
    "        axis=Axis(title='Project')),\n",
    "    y=Y('amount:Q',\n",
    "        axis=Axis(title='2014 Budget')),\n",
    "    color='category').transform_data(\n",
    "      filter='datum.amount >= 10000000',\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Summarize the data at the category level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"3d8a42db-6270-4d7a-b764-0a53fb2c7218\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#3d8a42db-6270-4d7a-b764-0a53fb2c7218"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"category\", \"type\": \"nominal\", \"sort\": {\"field\": \"amount\", \"order\": \"descending\", \"op\": \"sum\"}, \"axis\": {\"title\": \"Category\"}}, \"y\": {\"field\": \"amount\", \"type\": \"quantitative\", \"axis\": {\"title\": \"2014 Budget\"}, \"aggregate\": \"sum\"}}, \"data\": {\"values\": [{\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 10000000, \"detail\": \"Crookston; Wellness Center\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 8667000, \"detail\": \"Research Laboratories\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 1500000, \"detail\": \"Duluth; Chemical Sciences and Advanced Materials Building\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 13790000, \"detail\": \"Bemidji State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5266000, \"detail\": \"Lake Superior College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3600000, \"detail\": \"Minneapolis Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1500000, \"detail\": \"St. Paul College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1700000, \"detail\": \"Minnesota State College - Southeast Technical\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 4234000, \"detail\": \"Central Lakes College - Staples\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 6544000, \"detail\": \"Minnesota State Community and Technical College - Moorhead\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1000000, \"detail\": \"Rochester Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 2020000, \"detail\": \"Century College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5864000, \"detail\": \"Northland Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3344000, \"detail\": \"Northeast Higher Education District\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5902000, \"detail\": \"Winona State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 865000, \"detail\": \"St. Cloud State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5491000, \"detail\": \"Independent School District No. 38, Red Lake\", \"category\": \"EDUCATION\"}, {\"amount\": 2000000, \"detail\": \"Library Construction Grants\", \"category\": \"EDUCATION\"}, {\"amount\": 700000, \"detail\": \"Asset Preservation\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 10654000, \"detail\": \"New Residence Hall\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 2000000, \"detail\": \"PERPICH CENTER FOR ARTS EDUCATION\", \"category\": \"PERPICH CENTER FOR ARTS EDUCATION\"}, {\"amount\": 10000000, \"detail\": \"Natural Resources Asset Preservation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 4500000, \"detail\": \"Flood Hazard Mitigation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": 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"
     },
     "metadata": {
      "jupyter-vega": "#3d8a42db-6270-4d7a-b764-0a53fb2c7218"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Chart(budget).mark_bar().encode(\n",
    "    x=X('category', sort=SortField(field='amount', order='descending', op='sum'),\n",
    "        axis=Axis(title='Category')),\n",
    "    y=Y('sum(amount)',\n",
    "        axis=Axis(title='2014 Budget')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"0813a8f6-f29d-4003-ba43-e7361e46f1d1\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#0813a8f6-f29d-4003-ba43-e7361e46f1d1"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"cell\": {\"height\": 350, \"width\": 500}}, \"encoding\": {\"x\": {\"field\": \"amount\", \"type\": \"quantitative\", \"axis\": {\"title\": \"2014 Budget\"}, \"aggregate\": \"sum\"}, \"y\": {\"field\": \"category\", \"type\": \"nominal\", \"sort\": {\"field\": \"amount\", \"order\": \"descending\", \"op\": \"sum\"}, \"axis\": {\"title\": \"Category\"}}}, \"data\": {\"values\": [{\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 1\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 56700000, \"detail\": \"Minneapolis; Tate Laboratory Renovation\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 10000000, \"detail\": \"Crookston; Wellness Center\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 8667000, \"detail\": \"Research Laboratories\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 1500000, \"detail\": \"Duluth; Chemical Sciences and Advanced Materials Building\", \"category\": \"UNIVERSITY OF MINNESOTA\"}, {\"amount\": 42500000, \"detail\": \"Higher Education Asset Preservation (HEAPR) 2\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 35865000, \"detail\": \"Metropolitan State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 13790000, \"detail\": \"Bemidji State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5266000, \"detail\": \"Lake Superior College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3600000, \"detail\": \"Minneapolis Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1500000, \"detail\": \"St. Paul College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1700000, \"detail\": \"Minnesota State College - Southeast Technical\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 4234000, \"detail\": \"Central Lakes College - Staples\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 25818000, \"detail\": \"Minnesota State University - Mankato\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 6544000, \"detail\": \"Minnesota State Community and Technical College - Moorhead\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 1000000, \"detail\": \"Rochester Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 2020000, \"detail\": \"Century College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5864000, \"detail\": \"Northland Community and Technical College\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 3344000, \"detail\": \"Northeast Higher Education District\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5902000, \"detail\": \"Winona State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 865000, \"detail\": \"St. Cloud State University\", \"category\": \"MINNESOTA STATE COLLEGES AND UNIVERSITIES\"}, {\"amount\": 5491000, \"detail\": \"Independent School District No. 38, Red Lake\", \"category\": \"EDUCATION\"}, {\"amount\": 2000000, \"detail\": \"Library Construction Grants\", \"category\": \"EDUCATION\"}, {\"amount\": 700000, \"detail\": \"Asset Preservation\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 10654000, \"detail\": \"New Residence Hall\", \"category\": \"MINNESOTA STATE ACADEMIES\"}, {\"amount\": 2000000, \"detail\": \"PERPICH CENTER FOR ARTS EDUCATION\", \"category\": \"PERPICH CENTER FOR ARTS EDUCATION\"}, {\"amount\": 10000000, \"detail\": \"Natural Resources Asset Preservation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 4500000, \"detail\": \"Flood Hazard Mitigation\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Buildings and Facilities Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 6500000, \"detail\": \"Dam Renovation, Repair, Removal\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 14000000, \"detail\": \"Lake Vermilion State Park Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"RIM Critical Habitat\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Fish Hatchery Improvements\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2963000, \"detail\": \"Forest Land for the Future\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 17667000, \"detail\": \"State Trails Acquisition and Development\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 500000, \"detail\": \"Central Minnesota Regional Parks\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 500000, \"detail\": \"Fort Snelling Upper Post, Paths\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 250000, \"detail\": \"Red River Recreation Area\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 500000, \"detail\": \"Lake Zumbro Restoration\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 100000, \"detail\": \"Grant County Trail Grant\", \"category\": \"NATURAL RESOURCES\"}, {\"amount\": 2625000, \"detail\": \"POLLUTION CONTROL AGENCY\", \"category\": \"POLLUTION CONTROL AGENCY\"}, {\"amount\": 203000, \"detail\": \"AGRICULTURE\", \"category\": \"AGRICULTURE\"}, {\"amount\": 6000000, \"detail\": \"Reinvest in Minnesota (RIM) Reserve Program\", \"category\": \"BOARD OF WATER AND SOIL RESOURCES\"}, {\"amount\": 2000000, \"detail\": \"Local Government Roads Wetland Replacement Program\", \"category\": \"BOARD OF WATER AND SOIL RESOURCES\"}, {\"amount\": 7000000, \"detail\": \"Asset Preservation and Exhibit Renewal\", \"category\": \"MINNESOTA ZOOLOGICAL GARDEN\"}, {\"amount\": 5000000, \"detail\": \"Heart of the Zoo\", \"category\": \"MINNESOTA ZOOLOGICAL GARDEN\"}, {\"amount\": 126300000, \"detail\": 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{\"amount\": 8500000, \"detail\": \"Minneapolis - Sculpture Garden Drainage Control\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 150000, \"detail\": \"Oakdale - Nature Preserve\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 5400000, \"detail\": \"St. Paul - Como Regional Park Access\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 1600000, \"detail\": \"Washington County - Hastings Bridge Trail Connection\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 2000000, \"detail\": \"West St. Paul - North Urban Regional Trail Bridge\", \"category\": \"METROPOLITAN COUNCIL\"}, {\"amount\": 56317000, \"detail\": \"Minnesota Security Hospital - St. Peter\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 7405000, \"detail\": \"Minnesota Sex Offender Program - St. Peter\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 6000000, \"detail\": \"Early Childhood Learning and Child Protection Facilities\", \"category\": \"HUMAN SERVICES\"}, {\"amount\": 3000000, 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"
     },
     "metadata": {
      "jupyter-vega": "#0813a8f6-f29d-4003-ba43-e7361e46f1d1"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = Chart(budget).mark_bar().encode(\n",
    "    y=Y('category', sort=SortField(field='amount', order='descending', op='sum'),\n",
    "        axis=Axis(title='Category')),\n",
    "    x=X('sum(amount)',\n",
    "        axis=Axis(title='2014 Budget')))\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'encoding': {'x': {'aggregate': 'sum',\n",
       "   'axis': {'title': '2014 Budget'},\n",
       "   'field': 'amount',\n",
       "   'type': 'quantitative'},\n",
       "  'y': {'axis': {'title': 'Category'},\n",
       "   'field': 'category',\n",
       "   'sort': {'field': 'amount', 'op': 'sum', 'order': 'descending'},\n",
       "   'type': 'nominal'}},\n",
       " 'mark': 'bar'}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c.to_dict(data=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
